id sid tid token lemma pos cord-303137-g2pe3ad8 1 1 key key NNP cord-303137-g2pe3ad8 1 2 : : : cord-303137-g2pe3ad8 1 3 cord-303137-g2pe3ad8 cord-303137-g2pe3ad8 NN cord-303137-g2pe3ad8 1 4 authors author NNS cord-303137-g2pe3ad8 1 5 : : : cord-303137-g2pe3ad8 1 6 Moss Moss NNP cord-303137-g2pe3ad8 1 7 , , , cord-303137-g2pe3ad8 1 8 Emanuel Emanuel NNP cord-303137-g2pe3ad8 1 9 ; ; : cord-303137-g2pe3ad8 1 10 Metcalf Metcalf NNP cord-303137-g2pe3ad8 1 11 , , , cord-303137-g2pe3ad8 1 12 Jacob Jacob NNP cord-303137-g2pe3ad8 1 13 title title NN cord-303137-g2pe3ad8 1 14 : : : cord-303137-g2pe3ad8 1 15 High High NNP cord-303137-g2pe3ad8 1 16 Tech Tech NNP cord-303137-g2pe3ad8 1 17 , , , cord-303137-g2pe3ad8 1 18 High high JJ cord-303137-g2pe3ad8 1 19 Risk risk NN cord-303137-g2pe3ad8 1 20 : : : cord-303137-g2pe3ad8 1 21 Tech Tech NNP cord-303137-g2pe3ad8 1 22 Ethics ethic NNS cord-303137-g2pe3ad8 1 23 Lessons Lessons NNPS cord-303137-g2pe3ad8 1 24 for for IN cord-303137-g2pe3ad8 1 25 the the DT cord-303137-g2pe3ad8 1 26 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 1 27 Pandemic Pandemic NNP cord-303137-g2pe3ad8 1 28 Response Response NNP cord-303137-g2pe3ad8 1 29 date date NN cord-303137-g2pe3ad8 1 30 : : : cord-303137-g2pe3ad8 1 31 2020 2020 CD cord-303137-g2pe3ad8 1 32 - - SYM cord-303137-g2pe3ad8 1 33 10 10 CD cord-303137-g2pe3ad8 1 34 - - HYPH cord-303137-g2pe3ad8 1 35 09 09 CD cord-303137-g2pe3ad8 1 36 journal journal NN cord-303137-g2pe3ad8 1 37 : : : cord-303137-g2pe3ad8 1 38 Patterns pattern NNS cord-303137-g2pe3ad8 1 39 ( ( -LRB- cord-303137-g2pe3ad8 1 40 N N NNP cord-303137-g2pe3ad8 1 41 Y Y NNP cord-303137-g2pe3ad8 1 42 ) ) -RRB- cord-303137-g2pe3ad8 1 43 DOI DOI NNP cord-303137-g2pe3ad8 1 44 : : : cord-303137-g2pe3ad8 1 45 10.1016 10.1016 CD cord-303137-g2pe3ad8 1 46 / / SYM cord-303137-g2pe3ad8 1 47 j.patter.2020.100102 j.patter.2020.100102 NNS cord-303137-g2pe3ad8 1 48 sha sha NNP cord-303137-g2pe3ad8 1 49 : : : cord-303137-g2pe3ad8 2 1 e673817674626d033b5b9c861584bd42da1e5c50 e673817674626d033b5b9c861584bd42da1e5c50 NNP cord-303137-g2pe3ad8 2 2 doc_id doc_id NNP cord-303137-g2pe3ad8 2 3 : : : cord-303137-g2pe3ad8 2 4 303137 303137 CD cord-303137-g2pe3ad8 2 5 cord_uid cord_uid NNS cord-303137-g2pe3ad8 2 6 : : : cord-303137-g2pe3ad8 3 1 g2pe3ad8 g2pe3ad8 NNP cord-303137-g2pe3ad8 4 1 The the DT cord-303137-g2pe3ad8 4 2 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 4 3 pandemic pandemic NN cord-303137-g2pe3ad8 4 4 has have VBZ cord-303137-g2pe3ad8 4 5 , , , cord-303137-g2pe3ad8 4 6 in in IN cord-303137-g2pe3ad8 4 7 a a DT cord-303137-g2pe3ad8 4 8 matter matter NN cord-303137-g2pe3ad8 4 9 of of IN cord-303137-g2pe3ad8 4 10 a a DT cord-303137-g2pe3ad8 4 11 few few JJ cord-303137-g2pe3ad8 4 12 short short JJ cord-303137-g2pe3ad8 4 13 months month NNS cord-303137-g2pe3ad8 4 14 , , , cord-303137-g2pe3ad8 4 15 drastically drastically RB cord-303137-g2pe3ad8 4 16 reshaped reshape VBD cord-303137-g2pe3ad8 4 17 society society NN cord-303137-g2pe3ad8 4 18 around around IN cord-303137-g2pe3ad8 4 19 the the DT cord-303137-g2pe3ad8 4 20 world world NN cord-303137-g2pe3ad8 4 21 . . . cord-303137-g2pe3ad8 5 1 Because because IN cord-303137-g2pe3ad8 5 2 of of IN cord-303137-g2pe3ad8 5 3 the the DT cord-303137-g2pe3ad8 5 4 growing grow VBG cord-303137-g2pe3ad8 5 5 perception perception NN cord-303137-g2pe3ad8 5 6 of of IN cord-303137-g2pe3ad8 5 7 machine machine NN cord-303137-g2pe3ad8 5 8 learning learn VBG cord-303137-g2pe3ad8 5 9 as as IN cord-303137-g2pe3ad8 5 10 a a DT cord-303137-g2pe3ad8 5 11 technology technology NN cord-303137-g2pe3ad8 5 12 capable capable JJ cord-303137-g2pe3ad8 5 13 of of IN cord-303137-g2pe3ad8 5 14 addressing address VBG cord-303137-g2pe3ad8 5 15 large large JJ cord-303137-g2pe3ad8 5 16 problems problem NNS cord-303137-g2pe3ad8 5 17 at at IN cord-303137-g2pe3ad8 5 18 scale scale NN cord-303137-g2pe3ad8 5 19 , , , cord-303137-g2pe3ad8 5 20 machine machine NN cord-303137-g2pe3ad8 5 21 learning learning NN cord-303137-g2pe3ad8 5 22 applications application NNS cord-303137-g2pe3ad8 5 23 have have VBP cord-303137-g2pe3ad8 5 24 been be VBN cord-303137-g2pe3ad8 5 25 seen see VBN cord-303137-g2pe3ad8 5 26 as as IN cord-303137-g2pe3ad8 5 27 desirable desirable JJ cord-303137-g2pe3ad8 5 28 interventions intervention NNS cord-303137-g2pe3ad8 5 29 in in IN cord-303137-g2pe3ad8 5 30 mitigating mitigate VBG cord-303137-g2pe3ad8 5 31 the the DT cord-303137-g2pe3ad8 5 32 risks risk NNS cord-303137-g2pe3ad8 5 33 of of IN cord-303137-g2pe3ad8 5 34 the the DT cord-303137-g2pe3ad8 5 35 pandemic pandemic NN cord-303137-g2pe3ad8 5 36 disease disease NN cord-303137-g2pe3ad8 5 37 . . . cord-303137-g2pe3ad8 6 1 However however RB cord-303137-g2pe3ad8 6 2 , , , cord-303137-g2pe3ad8 6 3 machine machine NN cord-303137-g2pe3ad8 6 4 learning learning NN cord-303137-g2pe3ad8 6 5 , , , cord-303137-g2pe3ad8 6 6 like like IN cord-303137-g2pe3ad8 6 7 many many JJ cord-303137-g2pe3ad8 6 8 tools tool NNS cord-303137-g2pe3ad8 6 9 of of IN cord-303137-g2pe3ad8 6 10 technocratic technocratic JJ cord-303137-g2pe3ad8 6 11 governance governance NN cord-303137-g2pe3ad8 6 12 , , , cord-303137-g2pe3ad8 6 13 is be VBZ cord-303137-g2pe3ad8 6 14 deeply deeply RB cord-303137-g2pe3ad8 6 15 implicated implicate VBN cord-303137-g2pe3ad8 6 16 in in IN cord-303137-g2pe3ad8 6 17 the the DT cord-303137-g2pe3ad8 6 18 social social JJ cord-303137-g2pe3ad8 6 19 production production NN cord-303137-g2pe3ad8 6 20 and and CC cord-303137-g2pe3ad8 6 21 distribution distribution NN cord-303137-g2pe3ad8 6 22 of of IN cord-303137-g2pe3ad8 6 23 risk risk NN cord-303137-g2pe3ad8 6 24 and and CC cord-303137-g2pe3ad8 6 25 the the DT cord-303137-g2pe3ad8 6 26 role role NN cord-303137-g2pe3ad8 6 27 of of IN cord-303137-g2pe3ad8 6 28 machine machine NN cord-303137-g2pe3ad8 6 29 learning learn VBG cord-303137-g2pe3ad8 6 30 in in IN cord-303137-g2pe3ad8 6 31 the the DT cord-303137-g2pe3ad8 6 32 production production NN cord-303137-g2pe3ad8 6 33 of of IN cord-303137-g2pe3ad8 6 34 risk risk NN cord-303137-g2pe3ad8 6 35 must must MD cord-303137-g2pe3ad8 6 36 be be VB cord-303137-g2pe3ad8 6 37 considered consider VBN cord-303137-g2pe3ad8 6 38 as as IN cord-303137-g2pe3ad8 6 39 engineers engineer NNS cord-303137-g2pe3ad8 6 40 and and CC cord-303137-g2pe3ad8 6 41 other other JJ cord-303137-g2pe3ad8 6 42 technologists technologist NNS cord-303137-g2pe3ad8 6 43 develop develop VBP cord-303137-g2pe3ad8 6 44 tools tool NNS cord-303137-g2pe3ad8 6 45 for for IN cord-303137-g2pe3ad8 6 46 the the DT cord-303137-g2pe3ad8 6 47 current current JJ cord-303137-g2pe3ad8 6 48 crisis crisis NN cord-303137-g2pe3ad8 6 49 . . . cord-303137-g2pe3ad8 7 1 This this DT cord-303137-g2pe3ad8 7 2 paper paper NN cord-303137-g2pe3ad8 7 3 describes describe VBZ cord-303137-g2pe3ad8 7 4 the the DT cord-303137-g2pe3ad8 7 5 coupling coupling NN cord-303137-g2pe3ad8 7 6 of of IN cord-303137-g2pe3ad8 7 7 machine machine NN cord-303137-g2pe3ad8 7 8 learning learning NN cord-303137-g2pe3ad8 7 9 and and CC cord-303137-g2pe3ad8 7 10 the the DT cord-303137-g2pe3ad8 7 11 social social JJ cord-303137-g2pe3ad8 7 12 production production NN cord-303137-g2pe3ad8 7 13 of of IN cord-303137-g2pe3ad8 7 14 risk risk NN cord-303137-g2pe3ad8 7 15 , , , cord-303137-g2pe3ad8 7 16 generally generally RB cord-303137-g2pe3ad8 7 17 , , , cord-303137-g2pe3ad8 7 18 and and CC cord-303137-g2pe3ad8 7 19 in in IN cord-303137-g2pe3ad8 7 20 pandemic pandemic JJ cord-303137-g2pe3ad8 7 21 responses response NNS cord-303137-g2pe3ad8 7 22 specifically specifically RB cord-303137-g2pe3ad8 7 23 . . . cord-303137-g2pe3ad8 8 1 It -PRON- PRP cord-303137-g2pe3ad8 8 2 goes go VBZ cord-303137-g2pe3ad8 8 3 on on RP cord-303137-g2pe3ad8 8 4 to to TO cord-303137-g2pe3ad8 8 5 describe describe VB cord-303137-g2pe3ad8 8 6 the the DT cord-303137-g2pe3ad8 8 7 role role NN cord-303137-g2pe3ad8 8 8 of of IN cord-303137-g2pe3ad8 8 9 risk risk NN cord-303137-g2pe3ad8 8 10 management management NN cord-303137-g2pe3ad8 8 11 in in IN cord-303137-g2pe3ad8 8 12 the the DT cord-303137-g2pe3ad8 8 13 effort effort NN cord-303137-g2pe3ad8 8 14 to to TO cord-303137-g2pe3ad8 8 15 institutionalize institutionalize VB cord-303137-g2pe3ad8 8 16 ethics ethic NNS cord-303137-g2pe3ad8 8 17 in in IN cord-303137-g2pe3ad8 8 18 the the DT cord-303137-g2pe3ad8 8 19 technology technology NN cord-303137-g2pe3ad8 8 20 industry industry NN cord-303137-g2pe3ad8 8 21 and and CC cord-303137-g2pe3ad8 8 22 how how WRB cord-303137-g2pe3ad8 8 23 such such JJ cord-303137-g2pe3ad8 8 24 efforts effort NNS cord-303137-g2pe3ad8 8 25 can can MD cord-303137-g2pe3ad8 8 26 benefit benefit VB cord-303137-g2pe3ad8 8 27 from from IN cord-303137-g2pe3ad8 8 28 a a DT cord-303137-g2pe3ad8 8 29 deeper deep JJR cord-303137-g2pe3ad8 8 30 understanding understanding NN cord-303137-g2pe3ad8 8 31 of of IN cord-303137-g2pe3ad8 8 32 the the DT cord-303137-g2pe3ad8 8 33 social social JJ cord-303137-g2pe3ad8 8 34 production production NN cord-303137-g2pe3ad8 8 35 of of IN cord-303137-g2pe3ad8 8 36 risk risk NN cord-303137-g2pe3ad8 8 37 through through IN cord-303137-g2pe3ad8 8 38 machine machine NN cord-303137-g2pe3ad8 8 39 learning learning NN cord-303137-g2pe3ad8 8 40 . . . cord-303137-g2pe3ad8 9 1 and and CC cord-303137-g2pe3ad8 9 2 technological technological JJ cord-303137-g2pe3ad8 9 3 structures structure NNS cord-303137-g2pe3ad8 9 4 that that WDT cord-303137-g2pe3ad8 9 5 seem seem VBP cord-303137-g2pe3ad8 9 6 to to TO cord-303137-g2pe3ad8 9 7 operate operate VB cord-303137-g2pe3ad8 9 8 autonomously autonomously RB cord-303137-g2pe3ad8 9 9 . . . cord-303137-g2pe3ad8 10 1 These these DT cord-303137-g2pe3ad8 10 2 structures structure NNS cord-303137-g2pe3ad8 10 3 are be VBP cord-303137-g2pe3ad8 10 4 pervasive pervasive JJ cord-303137-g2pe3ad8 10 5 and and CC cord-303137-g2pe3ad8 10 6 deeply deeply RB cord-303137-g2pe3ad8 10 7 intertwined intertwine VBN cord-303137-g2pe3ad8 10 8 with with IN cord-303137-g2pe3ad8 10 9 technologies technology NNS cord-303137-g2pe3ad8 10 10 of of IN cord-303137-g2pe3ad8 10 11 bureaucratic bureaucratic JJ cord-303137-g2pe3ad8 10 12 control control NN cord-303137-g2pe3ad8 10 13 in in IN cord-303137-g2pe3ad8 10 14 vivid vivid JJ cord-303137-g2pe3ad8 10 15 ( ( -LRB- cord-303137-g2pe3ad8 10 16 as as IN cord-303137-g2pe3ad8 10 17 automated automate VBN cord-303137-g2pe3ad8 10 18 decision decision NN cord-303137-g2pe3ad8 10 19 systems system NNS cord-303137-g2pe3ad8 10 20 for for IN cord-303137-g2pe3ad8 10 21 welfare welfare NN cord-303137-g2pe3ad8 10 22 services service NNS cord-303137-g2pe3ad8 10 23 6 6 CD cord-303137-g2pe3ad8 10 24 and and CC cord-303137-g2pe3ad8 10 25 predictive predictive JJ cord-303137-g2pe3ad8 10 26 policing policing NN cord-303137-g2pe3ad8 10 27 ) ) -RRB- cord-303137-g2pe3ad8 10 28 7 7 CD cord-303137-g2pe3ad8 10 29 and and CC cord-303137-g2pe3ad8 10 30 banal banal JJ cord-303137-g2pe3ad8 10 31 forms form NNS cord-303137-g2pe3ad8 10 32 ( ( -LRB- cord-303137-g2pe3ad8 10 33 as as IN cord-303137-g2pe3ad8 10 34 accounting accounting NN cord-303137-g2pe3ad8 10 35 norms norm NNS cord-303137-g2pe3ad8 10 36 , , , cord-303137-g2pe3ad8 10 37 quarterly quarterly JJ cord-303137-g2pe3ad8 10 38 shareholder shareholder NN cord-303137-g2pe3ad8 10 39 dividends dividend NNS cord-303137-g2pe3ad8 10 40 , , , cord-303137-g2pe3ad8 10 41 and and CC cord-303137-g2pe3ad8 10 42 unscalable unscalable JJ cord-303137-g2pe3ad8 10 43 unemployment unemployment NN cord-303137-g2pe3ad8 10 44 insurance insurance NN cord-303137-g2pe3ad8 10 45 portals portal NNS cord-303137-g2pe3ad8 10 46 running run VBG cord-303137-g2pe3ad8 10 47 on on IN cord-303137-g2pe3ad8 10 48 COBOL COBOL NNP cord-303137-g2pe3ad8 10 49 ) ) -RRB- cord-303137-g2pe3ad8 10 50 . . . cord-303137-g2pe3ad8 11 1 8 8 CD cord-303137-g2pe3ad8 12 1 The the DT cord-303137-g2pe3ad8 12 2 risks risk NNS cord-303137-g2pe3ad8 12 3 that that WDT cord-303137-g2pe3ad8 12 4 define define VBP cord-303137-g2pe3ad8 12 5 contemporary contemporary JJ cord-303137-g2pe3ad8 12 6 life life NN cord-303137-g2pe3ad8 12 7 are be VBP cord-303137-g2pe3ad8 12 8 not not RB cord-303137-g2pe3ad8 12 9 just just RB cord-303137-g2pe3ad8 12 10 socially socially RB cord-303137-g2pe3ad8 12 11 produced produce VBN cord-303137-g2pe3ad8 12 12 , , , cord-303137-g2pe3ad8 12 13 but but CC cord-303137-g2pe3ad8 12 14 are be VBP cord-303137-g2pe3ad8 12 15 actively actively RB cord-303137-g2pe3ad8 12 16 managed manage VBN cord-303137-g2pe3ad8 12 17 by by IN cord-303137-g2pe3ad8 12 18 technocrats technocrat NNS cord-303137-g2pe3ad8 12 19 and and CC cord-303137-g2pe3ad8 12 20 technologies technology NNS cord-303137-g2pe3ad8 12 21 that that WDT cord-303137-g2pe3ad8 12 22 calculate calculate VBP cord-303137-g2pe3ad8 12 23 risk risk NN cord-303137-g2pe3ad8 12 24 thresholds threshold NNS cord-303137-g2pe3ad8 12 25 for for IN cord-303137-g2pe3ad8 12 26 pollutants pollutant NNS cord-303137-g2pe3ad8 12 27 and and CC cord-303137-g2pe3ad8 12 28 automotive automotive JJ cord-303137-g2pe3ad8 12 29 safety safety NN cord-303137-g2pe3ad8 12 30 , , , cord-303137-g2pe3ad8 12 31 by by IN cord-303137-g2pe3ad8 12 32 a a DT cord-303137-g2pe3ad8 12 33 financial financial JJ cord-303137-g2pe3ad8 12 34 system system NN cord-303137-g2pe3ad8 12 35 that that WDT cord-303137-g2pe3ad8 12 36 creates create VBZ cord-303137-g2pe3ad8 12 37 a a DT cord-303137-g2pe3ad8 12 38 market market NN cord-303137-g2pe3ad8 12 39 for for IN cord-303137-g2pe3ad8 12 40 risk risk NN cord-303137-g2pe3ad8 12 41 so so IN cord-303137-g2pe3ad8 12 42 that that IN cord-303137-g2pe3ad8 12 43 it -PRON- PRP cord-303137-g2pe3ad8 12 44 can can MD cord-303137-g2pe3ad8 12 45 be be VB cord-303137-g2pe3ad8 12 46 hedged hedge VBN cord-303137-g2pe3ad8 12 47 against against IN cord-303137-g2pe3ad8 12 48 , , , cord-303137-g2pe3ad8 12 49 and and CC cord-303137-g2pe3ad8 12 50 by by IN cord-303137-g2pe3ad8 12 51 business business NN cord-303137-g2pe3ad8 12 52 managers manager NNS cord-303137-g2pe3ad8 12 53 who who WP cord-303137-g2pe3ad8 12 54 offer offer VBP cord-303137-g2pe3ad8 12 55 customers customer NNS cord-303137-g2pe3ad8 12 56 the the DT cord-303137-g2pe3ad8 12 57 ability ability NN cord-303137-g2pe3ad8 12 58 to to TO cord-303137-g2pe3ad8 12 59 outsource outsource VB cord-303137-g2pe3ad8 12 60 infection infection NN cord-303137-g2pe3ad8 12 61 risk risk NN cord-303137-g2pe3ad8 12 62 by by IN cord-303137-g2pe3ad8 12 63 arbitraging arbitrage VBG cord-303137-g2pe3ad8 12 64 weak weak JJ cord-303137-g2pe3ad8 12 65 and and CC cord-303137-g2pe3ad8 12 66 outdated outdated JJ cord-303137-g2pe3ad8 12 67 labor labor NN cord-303137-g2pe3ad8 12 68 laws law NNS cord-303137-g2pe3ad8 12 69 . . . cord-303137-g2pe3ad8 13 1 Caitlin Caitlin NNP cord-303137-g2pe3ad8 13 2 Zaloom Zaloom NNP cord-303137-g2pe3ad8 13 3 , , , cord-303137-g2pe3ad8 13 4 an an DT cord-303137-g2pe3ad8 13 5 anthropologist anthropologist NN cord-303137-g2pe3ad8 13 6 who who WP cord-303137-g2pe3ad8 13 7 studies study VBZ cord-303137-g2pe3ad8 13 8 risk risk NN cord-303137-g2pe3ad8 13 9 , , , cord-303137-g2pe3ad8 13 10 identifies identify VBZ cord-303137-g2pe3ad8 13 11 two two CD cord-303137-g2pe3ad8 13 12 modes mode NNS cord-303137-g2pe3ad8 13 13 of of IN cord-303137-g2pe3ad8 13 14 understanding understand VBG cord-303137-g2pe3ad8 13 15 risk risk NN cord-303137-g2pe3ad8 13 16 from from IN cord-303137-g2pe3ad8 13 17 a a DT cord-303137-g2pe3ad8 13 18 sociocultural sociocultural JJ cord-303137-g2pe3ad8 13 19 perspective perspective NN cord-303137-g2pe3ad8 13 20 - - : cord-303137-g2pe3ad8 13 21 how how WRB cord-303137-g2pe3ad8 13 22 groups group NNS cord-303137-g2pe3ad8 13 23 understand understand VBP cord-303137-g2pe3ad8 13 24 risk risk NN cord-303137-g2pe3ad8 13 25 as as IN cord-303137-g2pe3ad8 13 26 a a DT cord-303137-g2pe3ad8 13 27 threat threat NN cord-303137-g2pe3ad8 13 28 or or CC cord-303137-g2pe3ad8 13 29 vulnerability vulnerability NN cord-303137-g2pe3ad8 13 30 , , , cord-303137-g2pe3ad8 13 31 and and CC cord-303137-g2pe3ad8 13 32 how how WRB cord-303137-g2pe3ad8 13 33 groups group NNS cord-303137-g2pe3ad8 13 34 attempt attempt VBP cord-303137-g2pe3ad8 13 35 to to TO cord-303137-g2pe3ad8 13 36 exert exert VB cord-303137-g2pe3ad8 13 37 control control NN cord-303137-g2pe3ad8 13 38 over over IN cord-303137-g2pe3ad8 13 39 an an DT cord-303137-g2pe3ad8 13 40 uncertain uncertain JJ cord-303137-g2pe3ad8 13 41 future future NN cord-303137-g2pe3ad8 13 42 by by IN cord-303137-g2pe3ad8 13 43 limiting limit VBG cord-303137-g2pe3ad8 13 44 exposure exposure NN cord-303137-g2pe3ad8 13 45 to to IN cord-303137-g2pe3ad8 13 46 risk risk NN cord-303137-g2pe3ad8 13 47 . . . cord-303137-g2pe3ad8 14 1 9 9 CD cord-303137-g2pe3ad8 15 1 We -PRON- PRP cord-303137-g2pe3ad8 15 2 apply apply VBP cord-303137-g2pe3ad8 15 3 those those DT cord-303137-g2pe3ad8 15 4 understandings understanding NNS cord-303137-g2pe3ad8 15 5 of of IN cord-303137-g2pe3ad8 15 6 risk risk NN cord-303137-g2pe3ad8 15 7 to to IN cord-303137-g2pe3ad8 15 8 applications application NNS cord-303137-g2pe3ad8 15 9 of of IN cord-303137-g2pe3ad8 15 10 machine machine NN cord-303137-g2pe3ad8 15 11 learning learn VBG cord-303137-g2pe3ad8 15 12 in in IN cord-303137-g2pe3ad8 15 13 the the DT cord-303137-g2pe3ad8 15 14 COVID-19 covid-19 JJ cord-303137-g2pe3ad8 15 15 pandemic pandemic NN cord-303137-g2pe3ad8 15 16 to to TO cord-303137-g2pe3ad8 15 17 ask ask VB cord-303137-g2pe3ad8 15 18 how how WRB cord-303137-g2pe3ad8 15 19 those those DT cord-303137-g2pe3ad8 15 20 who who WP cord-303137-g2pe3ad8 15 21 build build VBP cord-303137-g2pe3ad8 15 22 machine machine NN cord-303137-g2pe3ad8 15 23 learning learning NN cord-303137-g2pe3ad8 15 24 applications application NNS cord-303137-g2pe3ad8 15 25 construct construct VB cord-303137-g2pe3ad8 15 26 and and CC cord-303137-g2pe3ad8 15 27 act act VB cord-303137-g2pe3ad8 15 28 upon upon IN cord-303137-g2pe3ad8 15 29 risk risk NN cord-303137-g2pe3ad8 15 30 . . . cord-303137-g2pe3ad8 16 1 This this DT cord-303137-g2pe3ad8 16 2 necessarily necessarily RB cord-303137-g2pe3ad8 16 3 leads lead VBZ cord-303137-g2pe3ad8 16 4 us -PRON- PRP cord-303137-g2pe3ad8 16 5 to to TO cord-303137-g2pe3ad8 16 6 also also RB cord-303137-g2pe3ad8 16 7 ask ask VB cord-303137-g2pe3ad8 16 8 how how WRB cord-303137-g2pe3ad8 16 9 they -PRON- PRP cord-303137-g2pe3ad8 16 10 maintain maintain VBP cord-303137-g2pe3ad8 16 11 and and CC cord-303137-g2pe3ad8 16 12 build build VB cord-303137-g2pe3ad8 16 13 socioeconomic socioeconomic JJ cord-303137-g2pe3ad8 16 14 power power NN cord-303137-g2pe3ad8 16 15 by by IN cord-303137-g2pe3ad8 16 16 exerting exert VBG cord-303137-g2pe3ad8 16 17 control control NN cord-303137-g2pe3ad8 16 18 over over IN cord-303137-g2pe3ad8 16 19 the the DT cord-303137-g2pe3ad8 16 20 distribution distribution NN cord-303137-g2pe3ad8 16 21 of of IN cord-303137-g2pe3ad8 16 22 risk risk NN cord-303137-g2pe3ad8 16 23 . . . cord-303137-g2pe3ad8 17 1 This this DT cord-303137-g2pe3ad8 17 2 framing framing NN cord-303137-g2pe3ad8 17 3 extends extend VBZ cord-303137-g2pe3ad8 17 4 ongoing ongoing JJ cord-303137-g2pe3ad8 17 5 conversations conversation NNS cord-303137-g2pe3ad8 17 6 about about IN cord-303137-g2pe3ad8 17 7 the the DT cord-303137-g2pe3ad8 17 8 social social JJ cord-303137-g2pe3ad8 17 9 implications implication NNS cord-303137-g2pe3ad8 17 10 of of IN cord-303137-g2pe3ad8 17 11 machine machine NN cord-303137-g2pe3ad8 17 12 learning learn VBG cord-303137-g2pe3ad8 17 13 beyond beyond IN cord-303137-g2pe3ad8 17 14 those those DT cord-303137-g2pe3ad8 17 15 of of IN cord-303137-g2pe3ad8 17 16 algorithmic algorithmic JJ cord-303137-g2pe3ad8 17 17 bias bias NN cord-303137-g2pe3ad8 17 18 10 10 CD cord-303137-g2pe3ad8 17 19 , , , cord-303137-g2pe3ad8 17 20 11 11 CD cord-303137-g2pe3ad8 17 21 to to TO cord-303137-g2pe3ad8 17 22 point point VB cord-303137-g2pe3ad8 17 23 to to IN cord-303137-g2pe3ad8 17 24 a a DT cord-303137-g2pe3ad8 17 25 type type NN cord-303137-g2pe3ad8 17 26 of of IN cord-303137-g2pe3ad8 17 27 harm harm NN cord-303137-g2pe3ad8 17 28 that that WDT cord-303137-g2pe3ad8 17 29 occurs occur VBZ cord-303137-g2pe3ad8 17 30 not not RB cord-303137-g2pe3ad8 17 31 when when WRB cord-303137-g2pe3ad8 17 32 machine machine NN cord-303137-g2pe3ad8 17 33 learning learn VBG cord-303137-g2pe3ad8 17 34 ' ' '' cord-303137-g2pe3ad8 17 35 ' ' `` cord-303137-g2pe3ad8 17 36 gets get VBZ cord-303137-g2pe3ad8 17 37 it -PRON- PRP cord-303137-g2pe3ad8 17 38 wrong wrong JJ cord-303137-g2pe3ad8 17 39 ' ' '' cord-303137-g2pe3ad8 17 40 ' ' '' cord-303137-g2pe3ad8 17 41 due due IN cord-303137-g2pe3ad8 17 42 to to IN cord-303137-g2pe3ad8 17 43 various various JJ cord-303137-g2pe3ad8 17 44 forms form NNS cord-303137-g2pe3ad8 17 45 of of IN cord-303137-g2pe3ad8 17 46 bias bias NN cord-303137-g2pe3ad8 17 47 . . . cord-303137-g2pe3ad8 18 1 Rather rather RB cord-303137-g2pe3ad8 18 2 , , , cord-303137-g2pe3ad8 18 3 we -PRON- PRP cord-303137-g2pe3ad8 18 4 interrogate interrogate VBP cord-303137-g2pe3ad8 18 5 what what WP cord-303137-g2pe3ad8 18 6 happens happen VBZ cord-303137-g2pe3ad8 18 7 when when WRB cord-303137-g2pe3ad8 18 8 machine machine NN cord-303137-g2pe3ad8 18 9 learning learn VBG cord-303137-g2pe3ad8 18 10 ' ' '' cord-303137-g2pe3ad8 18 11 ' ' `` cord-303137-g2pe3ad8 18 12 gets get VBZ cord-303137-g2pe3ad8 18 13 it -PRON- PRP cord-303137-g2pe3ad8 18 14 right right JJ cord-303137-g2pe3ad8 18 15 ' ' '' cord-303137-g2pe3ad8 18 16 ' ' '' cord-303137-g2pe3ad8 18 17 by by IN cord-303137-g2pe3ad8 18 18 acting act VBG cord-303137-g2pe3ad8 18 19 as as IN cord-303137-g2pe3ad8 18 20 expected expect VBN cord-303137-g2pe3ad8 18 21 but but CC cord-303137-g2pe3ad8 18 22 doing do VBG cord-303137-g2pe3ad8 18 23 so so RB cord-303137-g2pe3ad8 18 24 while while IN cord-303137-g2pe3ad8 18 25 reinforcing reinforce VBG cord-303137-g2pe3ad8 18 26 and and CC cord-303137-g2pe3ad8 18 27 exacerbating exacerbate VBG cord-303137-g2pe3ad8 18 28 social social JJ cord-303137-g2pe3ad8 18 29 and and CC cord-303137-g2pe3ad8 18 30 economic economic JJ cord-303137-g2pe3ad8 18 31 inequity inequity NN cord-303137-g2pe3ad8 18 32 . . . cord-303137-g2pe3ad8 19 1 12 12 CD cord-303137-g2pe3ad8 20 1 Despite despite IN cord-303137-g2pe3ad8 20 2 recent recent JJ cord-303137-g2pe3ad8 20 3 debates debate NNS cord-303137-g2pe3ad8 20 4 within within IN cord-303137-g2pe3ad8 20 5 the the DT cord-303137-g2pe3ad8 20 6 machine machine NN cord-303137-g2pe3ad8 20 7 learning learn VBG cord-303137-g2pe3ad8 20 8 community community NN cord-303137-g2pe3ad8 20 9 showing show VBG cord-303137-g2pe3ad8 20 10 how how WRB cord-303137-g2pe3ad8 20 11 resistant resistant JJ cord-303137-g2pe3ad8 20 12 some some DT cord-303137-g2pe3ad8 20 13 quarters quarter NNS cord-303137-g2pe3ad8 20 14 are be VBP cord-303137-g2pe3ad8 20 15 to to IN cord-303137-g2pe3ad8 20 16 acknowledging acknowledge VBG cord-303137-g2pe3ad8 20 17 the the DT cord-303137-g2pe3ad8 20 18 social social JJ cord-303137-g2pe3ad8 20 19 , , , cord-303137-g2pe3ad8 20 20 cultural cultural JJ cord-303137-g2pe3ad8 20 21 , , , cord-303137-g2pe3ad8 20 22 and and CC cord-303137-g2pe3ad8 20 23 economic economic JJ cord-303137-g2pe3ad8 20 24 dimensions dimension NNS cord-303137-g2pe3ad8 20 25 of of IN cord-303137-g2pe3ad8 20 26 the the DT cord-303137-g2pe3ad8 20 27 field field NN cord-303137-g2pe3ad8 20 28 ( ( -LRB- cord-303137-g2pe3ad8 20 29 against against IN cord-303137-g2pe3ad8 20 30 the the DT cord-303137-g2pe3ad8 20 31 ample ample JJ cord-303137-g2pe3ad8 20 32 evidence evidence NN cord-303137-g2pe3ad8 20 33 from from IN cord-303137-g2pe3ad8 20 34 others other NNS cord-303137-g2pe3ad8 20 35 ) ) -RRB- cord-303137-g2pe3ad8 20 36 , , , cord-303137-g2pe3ad8 20 37 13 13 CD cord-303137-g2pe3ad8 20 38 the the DT cord-303137-g2pe3ad8 20 39 question question NN cord-303137-g2pe3ad8 20 40 of of IN cord-303137-g2pe3ad8 20 41 how how WRB cord-303137-g2pe3ad8 20 42 to to TO cord-303137-g2pe3ad8 20 43 properly properly RB cord-303137-g2pe3ad8 20 44 bound bind VBN cord-303137-g2pe3ad8 20 45 which which WDT cord-303137-g2pe3ad8 20 46 aspects aspect NNS cord-303137-g2pe3ad8 20 47 of of IN cord-303137-g2pe3ad8 20 48 sociotechnical sociotechnical JJ cord-303137-g2pe3ad8 20 49 systems system NNS cord-303137-g2pe3ad8 20 50 machine machine NN cord-303137-g2pe3ad8 20 51 learning learning NN cord-303137-g2pe3ad8 20 52 practitioners practitioner NNS cord-303137-g2pe3ad8 20 53 have have VBP cord-303137-g2pe3ad8 20 54 agency agency NN cord-303137-g2pe3ad8 20 55 upon upon IN cord-303137-g2pe3ad8 20 56 and and CC cord-303137-g2pe3ad8 20 57 responsibility responsibility NN cord-303137-g2pe3ad8 20 58 for for IN cord-303137-g2pe3ad8 20 59 has have VBZ cord-303137-g2pe3ad8 20 60 become become VBN cord-303137-g2pe3ad8 20 61 vitally vitally RB cord-303137-g2pe3ad8 20 62 important important JJ cord-303137-g2pe3ad8 20 63 . . . cord-303137-g2pe3ad8 21 1 Pandemics pandemic NNS cord-303137-g2pe3ad8 21 2 are be VBP cord-303137-g2pe3ad8 21 3 not not RB cord-303137-g2pe3ad8 21 4 strictly strictly RB cord-303137-g2pe3ad8 21 5 a a DT cord-303137-g2pe3ad8 21 6 microbial microbial JJ cord-303137-g2pe3ad8 21 7 phenomenon phenomenon NN cord-303137-g2pe3ad8 21 8 , , , cord-303137-g2pe3ad8 21 9 they -PRON- PRP cord-303137-g2pe3ad8 21 10 follow follow VBP cord-303137-g2pe3ad8 21 11 the the DT cord-303137-g2pe3ad8 21 12 contours contour NNS cord-303137-g2pe3ad8 21 13 of of IN cord-303137-g2pe3ad8 21 14 society society NN cord-303137-g2pe3ad8 21 15 the the DT cord-303137-g2pe3ad8 21 16 contagion contagion NN cord-303137-g2pe3ad8 21 17 encounters encounter VBZ cord-303137-g2pe3ad8 21 18 , , , cord-303137-g2pe3ad8 21 19 14 14 CD cord-303137-g2pe3ad8 21 20 some some DT cord-303137-g2pe3ad8 21 21 of of IN cord-303137-g2pe3ad8 21 22 which which WDT cord-303137-g2pe3ad8 21 23 shift shift VBP cord-303137-g2pe3ad8 21 24 medical medical JJ cord-303137-g2pe3ad8 21 25 risk risk NN cord-303137-g2pe3ad8 21 26 toward toward IN cord-303137-g2pe3ad8 21 27 the the DT cord-303137-g2pe3ad8 21 28 impoverished impoverished JJ cord-303137-g2pe3ad8 21 29 or or CC cord-303137-g2pe3ad8 21 30 oppressed oppress VBN cord-303137-g2pe3ad8 21 31 . . . cord-303137-g2pe3ad8 22 1 As as IN cord-303137-g2pe3ad8 22 2 each each DT cord-303137-g2pe3ad8 22 3 of of IN cord-303137-g2pe3ad8 22 4 us -PRON- PRP cord-303137-g2pe3ad8 22 5 are be VBP cord-303137-g2pe3ad8 22 6 made make VBN cord-303137-g2pe3ad8 22 7 responsible responsible JJ cord-303137-g2pe3ad8 22 8 to to TO cord-303137-g2pe3ad8 22 9 minimize minimize VB cord-303137-g2pe3ad8 22 10 our -PRON- PRP$ cord-303137-g2pe3ad8 22 11 own own JJ cord-303137-g2pe3ad8 22 12 risk risk NN cord-303137-g2pe3ad8 22 13 of of IN cord-303137-g2pe3ad8 22 14 spreading spread VBG cord-303137-g2pe3ad8 22 15 the the DT cord-303137-g2pe3ad8 22 16 coronavirus coronavirus NN cord-303137-g2pe3ad8 22 17 , , , cord-303137-g2pe3ad8 22 18 it -PRON- PRP cord-303137-g2pe3ad8 22 19 becomes become VBZ cord-303137-g2pe3ad8 22 20 all all RB cord-303137-g2pe3ad8 22 21 too too RB cord-303137-g2pe3ad8 22 22 clear clear JJ cord-303137-g2pe3ad8 22 23 that that IN cord-303137-g2pe3ad8 22 24 ' ' '' cord-303137-g2pe3ad8 22 25 ' ' `` cord-303137-g2pe3ad8 22 26 responsibility responsibility NN cord-303137-g2pe3ad8 22 27 ' ' '' cord-303137-g2pe3ad8 22 28 ' ' '' cord-303137-g2pe3ad8 22 29 is be VBZ cord-303137-g2pe3ad8 22 30 , , , cord-303137-g2pe3ad8 22 31 to to IN cord-303137-g2pe3ad8 22 32 some some DT cord-303137-g2pe3ad8 22 33 extent extent NN cord-303137-g2pe3ad8 22 34 , , , cord-303137-g2pe3ad8 22 35 coterminous coterminous NN cord-303137-g2pe3ad8 22 36 with with IN cord-303137-g2pe3ad8 22 37 a a DT cord-303137-g2pe3ad8 22 38 social social JJ cord-303137-g2pe3ad8 22 39 and and CC cord-303137-g2pe3ad8 22 40 economic economic JJ cord-303137-g2pe3ad8 22 41 status status NN cord-303137-g2pe3ad8 22 42 that that WDT cord-303137-g2pe3ad8 22 43 allows allow VBZ cord-303137-g2pe3ad8 22 44 us -PRON- PRP cord-303137-g2pe3ad8 22 45 to to TO cord-303137-g2pe3ad8 22 46 externalize externalize VB cord-303137-g2pe3ad8 22 47 risk risk NN cord-303137-g2pe3ad8 22 48 onto onto IN cord-303137-g2pe3ad8 22 49 others other NNS cord-303137-g2pe3ad8 22 50 . . . cord-303137-g2pe3ad8 23 1 In in IN cord-303137-g2pe3ad8 23 2 recent recent JJ cord-303137-g2pe3ad8 23 3 years year NNS cord-303137-g2pe3ad8 23 4 , , , cord-303137-g2pe3ad8 23 5 this this DT cord-303137-g2pe3ad8 23 6 capacity capacity NN cord-303137-g2pe3ad8 23 7 for for IN cord-303137-g2pe3ad8 23 8 nearly nearly RB cord-303137-g2pe3ad8 23 9 autonomous autonomous JJ cord-303137-g2pe3ad8 23 10 , , , cord-303137-g2pe3ad8 23 11 unquestioned unquestioned JJ cord-303137-g2pe3ad8 23 12 risk risk NN cord-303137-g2pe3ad8 23 13 externalization externalization NN cord-303137-g2pe3ad8 23 14 has have VBZ cord-303137-g2pe3ad8 23 15 been be VBN cord-303137-g2pe3ad8 23 16 mediated mediate VBN cord-303137-g2pe3ad8 23 17 through through IN cord-303137-g2pe3ad8 23 18 machine machine NN cord-303137-g2pe3ad8 23 19 learning learning NN cord-303137-g2pe3ad8 23 20 applications application NNS cord-303137-g2pe3ad8 23 21 to to IN cord-303137-g2pe3ad8 23 22 a a DT cord-303137-g2pe3ad8 23 23 remarkable remarkable JJ cord-303137-g2pe3ad8 23 24 extent extent NN cord-303137-g2pe3ad8 23 25 . . . cord-303137-g2pe3ad8 24 1 Machine machine NN cord-303137-g2pe3ad8 24 2 learning learning NN cord-303137-g2pe3ad8 24 3 , , , cord-303137-g2pe3ad8 24 4 because because IN cord-303137-g2pe3ad8 24 5 of of IN cord-303137-g2pe3ad8 24 6 its -PRON- PRP$ cord-303137-g2pe3ad8 24 7 versatility versatility NN cord-303137-g2pe3ad8 24 8 in in IN cord-303137-g2pe3ad8 24 9 dealing deal VBG cord-303137-g2pe3ad8 24 10 with with IN cord-303137-g2pe3ad8 24 11 problems problem NNS cord-303137-g2pe3ad8 24 12 across across IN cord-303137-g2pe3ad8 24 13 domains domain NNS cord-303137-g2pe3ad8 24 14 , , , cord-303137-g2pe3ad8 24 15 because because IN cord-303137-g2pe3ad8 24 16 of of IN cord-303137-g2pe3ad8 24 17 the the DT cord-303137-g2pe3ad8 24 18 wealth wealth NN cord-303137-g2pe3ad8 24 19 of of IN cord-303137-g2pe3ad8 24 20 financial financial JJ cord-303137-g2pe3ad8 24 21 and and CC cord-303137-g2pe3ad8 24 22 computing compute VBG cord-303137-g2pe3ad8 24 23 resources resource NNS cord-303137-g2pe3ad8 24 24 at at IN cord-303137-g2pe3ad8 24 25 its -PRON- PRP$ cord-303137-g2pe3ad8 24 26 practitioners practitioner NNS cord-303137-g2pe3ad8 24 27 ' ' POS cord-303137-g2pe3ad8 24 28 disposal disposal NN cord-303137-g2pe3ad8 24 29 , , , cord-303137-g2pe3ad8 24 30 and and CC cord-303137-g2pe3ad8 25 1 because because IN cord-303137-g2pe3ad8 25 2 teams team NNS cord-303137-g2pe3ad8 25 3 of of IN cord-303137-g2pe3ad8 25 4 machine machine NN cord-303137-g2pe3ad8 25 5 learning learning NN cord-303137-g2pe3ad8 25 6 engineers engineer NNS cord-303137-g2pe3ad8 25 7 can can MD cord-303137-g2pe3ad8 25 8 collaborate collaborate VB cord-303137-g2pe3ad8 25 9 remotely remotely RB cord-303137-g2pe3ad8 25 10 , , , cord-303137-g2pe3ad8 25 11 has have VBZ cord-303137-g2pe3ad8 25 12 found find VBN cord-303137-g2pe3ad8 25 13 no no DT cord-303137-g2pe3ad8 25 14 shortage shortage NN cord-303137-g2pe3ad8 25 15 of of IN cord-303137-g2pe3ad8 25 16 potential potential JJ cord-303137-g2pe3ad8 25 17 applications application NNS cord-303137-g2pe3ad8 25 18 to to IN cord-303137-g2pe3ad8 25 19 the the DT cord-303137-g2pe3ad8 25 20 current current JJ cord-303137-g2pe3ad8 25 21 crisis crisis NN cord-303137-g2pe3ad8 25 22 . . . cord-303137-g2pe3ad8 26 1 Therefore therefore RB cord-303137-g2pe3ad8 26 2 , , , cord-303137-g2pe3ad8 26 3 we -PRON- PRP cord-303137-g2pe3ad8 26 4 suddenly suddenly RB cord-303137-g2pe3ad8 26 5 find find VBP cord-303137-g2pe3ad8 26 6 our -PRON- PRP$ cord-303137-g2pe3ad8 26 7 personal personal JJ cord-303137-g2pe3ad8 26 8 and and CC cord-303137-g2pe3ad8 26 9 societal societal JJ cord-303137-g2pe3ad8 26 10 responses response NNS cord-303137-g2pe3ad8 26 11 to to IN cord-303137-g2pe3ad8 26 12 the the DT cord-303137-g2pe3ad8 26 13 pandemic pandemic NN cord-303137-g2pe3ad8 26 14 emerging emerge VBG cord-303137-g2pe3ad8 26 15 through through IN cord-303137-g2pe3ad8 26 16 machine machine NN cord-303137-g2pe3ad8 26 17 learning learning NN cord-303137-g2pe3ad8 26 18 applications application NNS cord-303137-g2pe3ad8 26 19 that that WDT cord-303137-g2pe3ad8 26 20 act act VBP cord-303137-g2pe3ad8 26 21 as as IN cord-303137-g2pe3ad8 26 22 a a DT cord-303137-g2pe3ad8 26 23 ubiquitous ubiquitous JJ cord-303137-g2pe3ad8 26 24 tool tool NN cord-303137-g2pe3ad8 26 25 for for IN cord-303137-g2pe3ad8 26 26 distributing distribute VBG cord-303137-g2pe3ad8 26 27 societal societal JJ cord-303137-g2pe3ad8 26 28 , , , cord-303137-g2pe3ad8 26 29 health health NN cord-303137-g2pe3ad8 26 30 , , , cord-303137-g2pe3ad8 26 31 and and CC cord-303137-g2pe3ad8 26 32 economic economic JJ cord-303137-g2pe3ad8 26 33 risks risk NNS cord-303137-g2pe3ad8 26 34 . . . cord-303137-g2pe3ad8 27 1 Machine machine NN cord-303137-g2pe3ad8 27 2 learning learning NN cord-303137-g2pe3ad8 27 3 applications application NNS cord-303137-g2pe3ad8 27 4 already already RB cord-303137-g2pe3ad8 27 5 shape shape VBP cord-303137-g2pe3ad8 27 6 the the DT cord-303137-g2pe3ad8 27 7 distribution distribution NN cord-303137-g2pe3ad8 27 8 of of IN cord-303137-g2pe3ad8 27 9 risk risk NN cord-303137-g2pe3ad8 27 10 across across IN cord-303137-g2pe3ad8 27 11 the the DT cord-303137-g2pe3ad8 27 12 labor labor NN cord-303137-g2pe3ad8 27 13 , , , cord-303137-g2pe3ad8 27 14 health health NN cord-303137-g2pe3ad8 27 15 , , , cord-303137-g2pe3ad8 27 16 and and CC cord-303137-g2pe3ad8 27 17 surveillance surveillance NN cord-303137-g2pe3ad8 27 18 landscapes landscape NNS cord-303137-g2pe3ad8 27 19 that that WDT cord-303137-g2pe3ad8 27 20 are be VBP cord-303137-g2pe3ad8 27 21 central central JJ cord-303137-g2pe3ad8 27 22 to to IN cord-303137-g2pe3ad8 27 23 distributing distribute VBG cord-303137-g2pe3ad8 27 24 risk risk NN cord-303137-g2pe3ad8 27 25 as as IN cord-303137-g2pe3ad8 27 26 part part NN cord-303137-g2pe3ad8 27 27 of of IN cord-303137-g2pe3ad8 27 28 our -PRON- PRP$ cord-303137-g2pe3ad8 27 29 pandemic pandemic NN cord-303137-g2pe3ad8 27 30 response response NN cord-303137-g2pe3ad8 27 31 . . . cord-303137-g2pe3ad8 28 1 Gig gig NN cord-303137-g2pe3ad8 28 2 worker worker NN cord-303137-g2pe3ad8 28 3 platforms platform NNS cord-303137-g2pe3ad8 28 4 , , , cord-303137-g2pe3ad8 28 5 instant instant JJ cord-303137-g2pe3ad8 28 6 delivery delivery NN cord-303137-g2pe3ad8 28 7 , , , cord-303137-g2pe3ad8 28 8 supply supply NN cord-303137-g2pe3ad8 28 9 chain chain NN cord-303137-g2pe3ad8 28 10 management management NN cord-303137-g2pe3ad8 28 11 , , , cord-303137-g2pe3ad8 28 12 and and CC cord-303137-g2pe3ad8 28 13 automated automate VBN cord-303137-g2pe3ad8 28 14 scheduling scheduling NN cord-303137-g2pe3ad8 28 15 applications application NNS cord-303137-g2pe3ad8 28 16 determine determine VBP cord-303137-g2pe3ad8 28 17 who who WP cord-303137-g2pe3ad8 28 18 is be VBZ cord-303137-g2pe3ad8 28 19 exposed expose VBN cord-303137-g2pe3ad8 28 20 to to IN cord-303137-g2pe3ad8 28 21 how how WRB cord-303137-g2pe3ad8 28 22 much much JJ cord-303137-g2pe3ad8 28 23 risk risk NN cord-303137-g2pe3ad8 28 24 from from IN cord-303137-g2pe3ad8 28 25 the the DT cord-303137-g2pe3ad8 28 26 disease disease NN cord-303137-g2pe3ad8 28 27 , , , cord-303137-g2pe3ad8 28 28 while while IN cord-303137-g2pe3ad8 28 29 the the DT cord-303137-g2pe3ad8 28 30 workers worker NNS cord-303137-g2pe3ad8 28 31 themselves -PRON- PRP cord-303137-g2pe3ad8 28 32 attempt attempt VBP cord-303137-g2pe3ad8 28 33 to to TO cord-303137-g2pe3ad8 28 34 navigate navigate VB cord-303137-g2pe3ad8 28 35 continually continually RB cord-303137-g2pe3ad8 28 36 shifting shift VBG cord-303137-g2pe3ad8 28 37 affordances affordance NNS cord-303137-g2pe3ad8 28 38 on on IN cord-303137-g2pe3ad8 28 39 those those DT cord-303137-g2pe3ad8 28 40 platforms platform NNS cord-303137-g2pe3ad8 28 41 . . . cord-303137-g2pe3ad8 29 1 15 15 CD cord-303137-g2pe3ad8 30 1 The the DT cord-303137-g2pe3ad8 30 2 machine machine NN cord-303137-g2pe3ad8 30 3 logics logic NNS cord-303137-g2pe3ad8 30 4 of of IN cord-303137-g2pe3ad8 30 5 these these DT cord-303137-g2pe3ad8 30 6 systems system NNS cord-303137-g2pe3ad8 30 7 are be VBP cord-303137-g2pe3ad8 30 8 determinative determinative JJ cord-303137-g2pe3ad8 30 9 of of IN cord-303137-g2pe3ad8 30 10 risk risk NN cord-303137-g2pe3ad8 30 11 , , , cord-303137-g2pe3ad8 30 12 whether whether IN cord-303137-g2pe3ad8 30 13 human human JJ cord-303137-g2pe3ad8 30 14 technocrats technocrat NNS cord-303137-g2pe3ad8 30 15 could could MD cord-303137-g2pe3ad8 30 16 have have VB cord-303137-g2pe3ad8 30 17 orchestrated orchestrate VBN cord-303137-g2pe3ad8 30 18 these these DT cord-303137-g2pe3ad8 30 19 processes process NNS cord-303137-g2pe3ad8 30 20 in in IN cord-303137-g2pe3ad8 30 21 identical identical JJ cord-303137-g2pe3ad8 30 22 ways way NNS cord-303137-g2pe3ad8 30 23 or or CC cord-303137-g2pe3ad8 30 24 not not RB cord-303137-g2pe3ad8 30 25 , , , cord-303137-g2pe3ad8 30 26 and and CC cord-303137-g2pe3ad8 30 27 early early JJ cord-303137-g2pe3ad8 30 28 evidence evidence NN cord-303137-g2pe3ad8 30 29 suggests suggest VBZ cord-303137-g2pe3ad8 30 30 some some DT cord-303137-g2pe3ad8 30 31 of of IN cord-303137-g2pe3ad8 30 32 the the DT cord-303137-g2pe3ad8 30 33 ways way NNS cord-303137-g2pe3ad8 30 34 that that WDT cord-303137-g2pe3ad8 30 35 such such JJ cord-303137-g2pe3ad8 30 36 applications application NNS cord-303137-g2pe3ad8 30 37 are be VBP cord-303137-g2pe3ad8 30 38 proving prove VBG cord-303137-g2pe3ad8 30 39 brittle brittle JJ cord-303137-g2pe3ad8 30 40 in in IN cord-303137-g2pe3ad8 30 41 their -PRON- PRP$ cord-303137-g2pe3ad8 30 42 response response NN cord-303137-g2pe3ad8 30 43 to to IN cord-303137-g2pe3ad8 30 44 the the DT cord-303137-g2pe3ad8 30 45 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 30 46 pandemic pandemic NN cord-303137-g2pe3ad8 30 47 . . . cord-303137-g2pe3ad8 31 1 16 16 CD cord-303137-g2pe3ad8 32 1 These these DT cord-303137-g2pe3ad8 32 2 applications application NNS cord-303137-g2pe3ad8 32 3 financialize financialize VBP cord-303137-g2pe3ad8 32 4 and and CC cord-303137-g2pe3ad8 32 5 arbitrage arbitrage NN cord-303137-g2pe3ad8 32 6 risk risk NN cord-303137-g2pe3ad8 32 7 from from IN cord-303137-g2pe3ad8 32 8 app app NN cord-303137-g2pe3ad8 32 9 users user NNS cord-303137-g2pe3ad8 32 10 ( ( -LRB- cord-303137-g2pe3ad8 32 11 whether whether IN cord-303137-g2pe3ad8 32 12 individual individual JJ cord-303137-g2pe3ad8 32 13 consumers consumer NNS cord-303137-g2pe3ad8 32 14 or or CC cord-303137-g2pe3ad8 32 15 enterprise enterprise NN cord-303137-g2pe3ad8 32 16 users user NNS cord-303137-g2pe3ad8 32 17 ) ) -RRB- cord-303137-g2pe3ad8 32 18 to to TO cord-303137-g2pe3ad8 32 19 gig gig NN cord-303137-g2pe3ad8 32 20 workers worker NNS cord-303137-g2pe3ad8 32 21 , , , cord-303137-g2pe3ad8 32 22 waged wage VBD cord-303137-g2pe3ad8 32 23 staff staff NN cord-303137-g2pe3ad8 32 24 , , , cord-303137-g2pe3ad8 32 25 and and CC cord-303137-g2pe3ad8 32 26 warehouse warehouse NN cord-303137-g2pe3ad8 32 27 laborers laborer NNS cord-303137-g2pe3ad8 32 28 , , , cord-303137-g2pe3ad8 32 29 with with IN cord-303137-g2pe3ad8 32 30 stockholders stockholder NNS cord-303137-g2pe3ad8 32 31 reaping reap VBG cord-303137-g2pe3ad8 32 32 the the DT cord-303137-g2pe3ad8 32 33 difference difference NN cord-303137-g2pe3ad8 32 34 . . . cord-303137-g2pe3ad8 33 1 The the DT cord-303137-g2pe3ad8 33 2 tech tech NN cord-303137-g2pe3ad8 33 3 companies company NNS cord-303137-g2pe3ad8 33 4 that that WDT cord-303137-g2pe3ad8 33 5 are be VBP cord-303137-g2pe3ad8 33 6 driving drive VBG cord-303137-g2pe3ad8 33 7 the the DT cord-303137-g2pe3ad8 33 8 technological technological JJ cord-303137-g2pe3ad8 33 9 response response NN cord-303137-g2pe3ad8 33 10 to to IN cord-303137-g2pe3ad8 33 11 the the DT cord-303137-g2pe3ad8 33 12 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 33 13 pandemic pandemic NN cord-303137-g2pe3ad8 33 14 have have VBP cord-303137-g2pe3ad8 33 15 arranged arrange VBN cord-303137-g2pe3ad8 33 16 their -PRON- PRP$ cord-303137-g2pe3ad8 33 17 business business NN cord-303137-g2pe3ad8 33 18 models model NNS cord-303137-g2pe3ad8 33 19 and and CC cord-303137-g2pe3ad8 33 20 organizational organizational JJ cord-303137-g2pe3ad8 33 21 practices practice NNS cord-303137-g2pe3ad8 33 22 around around IN cord-303137-g2pe3ad8 33 23 building building NN cord-303137-g2pe3ad8 33 24 products product NNS cord-303137-g2pe3ad8 33 25 that that WDT cord-303137-g2pe3ad8 33 26 distribute distribute VBP cord-303137-g2pe3ad8 33 27 upsides upside NNS cord-303137-g2pe3ad8 33 28 and and CC cord-303137-g2pe3ad8 33 29 downsides downside NNS cord-303137-g2pe3ad8 33 30 according accord VBG cord-303137-g2pe3ad8 33 31 to to IN cord-303137-g2pe3ad8 33 32 socio socio JJ cord-303137-g2pe3ad8 33 33 - - JJ cord-303137-g2pe3ad8 33 34 historical historical JJ cord-303137-g2pe3ad8 33 35 patterns pattern NNS cord-303137-g2pe3ad8 33 36 , , , cord-303137-g2pe3ad8 33 37 as as IN cord-303137-g2pe3ad8 33 38 interpreted interpret VBN cord-303137-g2pe3ad8 33 39 by by IN cord-303137-g2pe3ad8 33 40 machines machine NNS cord-303137-g2pe3ad8 33 41 , , , cord-303137-g2pe3ad8 33 42 yet yet CC cord-303137-g2pe3ad8 33 43 lack lack VBP cord-303137-g2pe3ad8 33 44 the the DT cord-303137-g2pe3ad8 33 45 capacity capacity NN cord-303137-g2pe3ad8 33 46 to to TO cord-303137-g2pe3ad8 33 47 ' ' '' cord-303137-g2pe3ad8 33 48 ' ' '' cord-303137-g2pe3ad8 33 49 understand understand VB cord-303137-g2pe3ad8 33 50 just just RB cord-303137-g2pe3ad8 33 51 how how WRB cord-303137-g2pe3ad8 33 52 pervasively pervasively RB cord-303137-g2pe3ad8 33 53 . . . cord-303137-g2pe3ad8 34 1 technology technology NN cord-303137-g2pe3ad8 34 2 is be VBZ cord-303137-g2pe3ad8 34 3 being be VBG cord-303137-g2pe3ad8 34 4 used use VBN cord-303137-g2pe3ad8 34 5 to to TO cord-303137-g2pe3ad8 34 6 marginalize marginalize VB cord-303137-g2pe3ad8 34 7 many many JJ cord-303137-g2pe3ad8 34 8 groups group NNS cord-303137-g2pe3ad8 34 9 of of IN cord-303137-g2pe3ad8 34 10 people people NNS cord-303137-g2pe3ad8 34 11 , , , cord-303137-g2pe3ad8 34 12 ' ' '' cord-303137-g2pe3ad8 34 13 ' ' '' cord-303137-g2pe3ad8 34 14 as as IN cord-303137-g2pe3ad8 34 15 leading lead VBG cord-303137-g2pe3ad8 34 16 machine machine NN cord-303137-g2pe3ad8 34 17 learning learning NN cord-303137-g2pe3ad8 34 18 researcher researcher NN cord-303137-g2pe3ad8 34 19 Timnit Timnit NNP cord-303137-g2pe3ad8 34 20 Gebru Gebru NNP cord-303137-g2pe3ad8 34 21 and and CC cord-303137-g2pe3ad8 34 22 colleagues colleague NNS cord-303137-g2pe3ad8 34 23 have have VBP cord-303137-g2pe3ad8 34 24 observed observe VBN cord-303137-g2pe3ad8 34 25 . . . cord-303137-g2pe3ad8 35 1 13 13 CD cord-303137-g2pe3ad8 35 2 , , , cord-303137-g2pe3ad8 35 3 17 17 CD cord-303137-g2pe3ad8 35 4 Machine machine NN cord-303137-g2pe3ad8 35 5 learning learning NN cord-303137-g2pe3ad8 35 6 applications application NNS cord-303137-g2pe3ad8 35 7 are be VBP cord-303137-g2pe3ad8 35 8 ultimately ultimately RB cord-303137-g2pe3ad8 35 9 exercises exercise NNS cord-303137-g2pe3ad8 35 10 in in IN cord-303137-g2pe3ad8 35 11 distributing distribute VBG cord-303137-g2pe3ad8 35 12 attention attention NN cord-303137-g2pe3ad8 35 13 and and CC cord-303137-g2pe3ad8 35 14 resources resource NNS cord-303137-g2pe3ad8 35 15 , , , cord-303137-g2pe3ad8 35 16 both both CC cord-303137-g2pe3ad8 35 17 in in IN cord-303137-g2pe3ad8 35 18 how how WRB cord-303137-g2pe3ad8 35 19 we -PRON- PRP cord-303137-g2pe3ad8 35 20 understand understand VBP cord-303137-g2pe3ad8 35 21 the the DT cord-303137-g2pe3ad8 35 22 risks risk NNS cord-303137-g2pe3ad8 35 23 we -PRON- PRP cord-303137-g2pe3ad8 35 24 face face VBP cord-303137-g2pe3ad8 35 25 and and CC cord-303137-g2pe3ad8 35 26 how how WRB cord-303137-g2pe3ad8 35 27 those those DT cord-303137-g2pe3ad8 35 28 risks risk NNS cord-303137-g2pe3ad8 35 29 are be VBP cord-303137-g2pe3ad8 35 30 distributed distribute VBN cord-303137-g2pe3ad8 35 31 across across IN cord-303137-g2pe3ad8 35 32 society society NN cord-303137-g2pe3ad8 35 33 . . . cord-303137-g2pe3ad8 36 1 Increasingly increasingly RB cord-303137-g2pe3ad8 36 2 , , , cord-303137-g2pe3ad8 36 3 the the DT cord-303137-g2pe3ad8 36 4 calculation calculation NN cord-303137-g2pe3ad8 36 5 , , , cord-303137-g2pe3ad8 36 6 production production NN cord-303137-g2pe3ad8 36 7 , , , cord-303137-g2pe3ad8 36 8 and and CC cord-303137-g2pe3ad8 36 9 management management NN cord-303137-g2pe3ad8 36 10 of of IN cord-303137-g2pe3ad8 36 11 risk risk NN cord-303137-g2pe3ad8 36 12 has have VBZ cord-303137-g2pe3ad8 36 13 been be VBN cord-303137-g2pe3ad8 36 14 accomplished accomplish VBN cord-303137-g2pe3ad8 36 15 through through IN cord-303137-g2pe3ad8 36 16 the the DT cord-303137-g2pe3ad8 36 17 application application NN cord-303137-g2pe3ad8 36 18 of of IN cord-303137-g2pe3ad8 36 19 machine machine NN cord-303137-g2pe3ad8 36 20 learning learning NN cord-303137-g2pe3ad8 36 21 techniques technique NNS cord-303137-g2pe3ad8 36 22 . . . cord-303137-g2pe3ad8 37 1 Machine machine NN cord-303137-g2pe3ad8 37 2 learning learning NN cord-303137-g2pe3ad8 37 3 is be VBZ cord-303137-g2pe3ad8 37 4 used use VBN cord-303137-g2pe3ad8 37 5 to to TO cord-303137-g2pe3ad8 37 6 understand understand VB cord-303137-g2pe3ad8 37 7 threats threat NNS cord-303137-g2pe3ad8 37 8 and and CC cord-303137-g2pe3ad8 37 9 vulnerabilities vulnerability NNS cord-303137-g2pe3ad8 37 10 , , , cord-303137-g2pe3ad8 37 11 and and CC cord-303137-g2pe3ad8 37 12 also also RB cord-303137-g2pe3ad8 37 13 as as IN cord-303137-g2pe3ad8 37 14 a a DT cord-303137-g2pe3ad8 37 15 means means NN cord-303137-g2pe3ad8 37 16 of of IN cord-303137-g2pe3ad8 37 17 exerting exert VBG cord-303137-g2pe3ad8 37 18 control control NN cord-303137-g2pe3ad8 37 19 over over IN cord-303137-g2pe3ad8 37 20 such such JJ cord-303137-g2pe3ad8 37 21 threats threat NNS cord-303137-g2pe3ad8 37 22 . . . cord-303137-g2pe3ad8 38 1 Indeed indeed RB cord-303137-g2pe3ad8 38 2 , , , cord-303137-g2pe3ad8 38 3 risk risk NN cord-303137-g2pe3ad8 38 4 is be VBZ cord-303137-g2pe3ad8 38 5 foundational foundational JJ cord-303137-g2pe3ad8 38 6 to to IN cord-303137-g2pe3ad8 38 7 machine machine NN cord-303137-g2pe3ad8 38 8 learning learning NN cord-303137-g2pe3ad8 38 9 . . . cord-303137-g2pe3ad8 39 1 Loss loss NN cord-303137-g2pe3ad8 39 2 functions function NNS cord-303137-g2pe3ad8 39 3 , , , cord-303137-g2pe3ad8 39 4 central central JJ cord-303137-g2pe3ad8 39 5 to to IN cord-303137-g2pe3ad8 39 6 the the DT cord-303137-g2pe3ad8 39 7 applied apply VBN cord-303137-g2pe3ad8 39 8 power power NN cord-303137-g2pe3ad8 39 9 of of IN cord-303137-g2pe3ad8 39 10 machine machine NN cord-303137-g2pe3ad8 39 11 learning learning NN cord-303137-g2pe3ad8 39 12 , , , cord-303137-g2pe3ad8 39 13 were be VBD cord-303137-g2pe3ad8 39 14 developed develop VBN cord-303137-g2pe3ad8 39 15 to to TO cord-303137-g2pe3ad8 39 16 analyze analyze VB cord-303137-g2pe3ad8 39 17 and and CC cord-303137-g2pe3ad8 39 18 minimize minimize VB cord-303137-g2pe3ad8 39 19 risk risk NN cord-303137-g2pe3ad8 39 20 . . . cord-303137-g2pe3ad8 40 1 All all DT cord-303137-g2pe3ad8 40 2 objective objective JJ cord-303137-g2pe3ad8 40 3 functions function NNS cord-303137-g2pe3ad8 40 4 can can MD cord-303137-g2pe3ad8 40 5 be be VB cord-303137-g2pe3ad8 40 6 thought think VBN cord-303137-g2pe3ad8 40 7 of of IN cord-303137-g2pe3ad8 40 8 as as IN cord-303137-g2pe3ad8 40 9 minimizing minimize VBG cord-303137-g2pe3ad8 40 10 the the DT cord-303137-g2pe3ad8 40 11 risk risk NN cord-303137-g2pe3ad8 40 12 of of IN cord-303137-g2pe3ad8 40 13 a a DT cord-303137-g2pe3ad8 40 14 prediction prediction NN cord-303137-g2pe3ad8 40 15 being be VBG cord-303137-g2pe3ad8 40 16 wrong wrong JJ cord-303137-g2pe3ad8 40 17 , , , cord-303137-g2pe3ad8 40 18 but but CC cord-303137-g2pe3ad8 40 19 machine machine NN cord-303137-g2pe3ad8 40 20 learning learning NN cord-303137-g2pe3ad8 40 21 has have VBZ cord-303137-g2pe3ad8 40 22 been be VBN cord-303137-g2pe3ad8 40 23 applied apply VBN cord-303137-g2pe3ad8 40 24 to to IN cord-303137-g2pe3ad8 40 25 more more JJR cord-303137-g2pe3ad8 40 26 ' ' '' cord-303137-g2pe3ad8 40 27 ' ' `` cord-303137-g2pe3ad8 40 28 human human JJ cord-303137-g2pe3ad8 40 29 readable readable NN cord-303137-g2pe3ad8 40 30 ' ' '' cord-303137-g2pe3ad8 40 31 ' ' '' cord-303137-g2pe3ad8 40 32 understandings understanding NNS cord-303137-g2pe3ad8 40 33 of of IN cord-303137-g2pe3ad8 40 34 risk risk NN cord-303137-g2pe3ad8 40 35 across across IN cord-303137-g2pe3ad8 40 36 a a DT cord-303137-g2pe3ad8 40 37 vast vast JJ cord-303137-g2pe3ad8 40 38 array array NN cord-303137-g2pe3ad8 40 39 of of IN cord-303137-g2pe3ad8 40 40 domains domain NNS cord-303137-g2pe3ad8 40 41 . . . cord-303137-g2pe3ad8 41 1 These these DT cord-303137-g2pe3ad8 41 2 include include VBP cord-303137-g2pe3ad8 41 3 predicting predict VBG cord-303137-g2pe3ad8 41 4 cardiovascular cardiovascular JJ cord-303137-g2pe3ad8 41 5 risk risk NN cord-303137-g2pe3ad8 41 6 , , , cord-303137-g2pe3ad8 41 7 18 18 CD cord-303137-g2pe3ad8 41 8 estimation estimation NN cord-303137-g2pe3ad8 41 9 of of IN cord-303137-g2pe3ad8 41 10 genetic genetic JJ cord-303137-g2pe3ad8 41 11 risk risk NN cord-303137-g2pe3ad8 41 12 factors factor NNS cord-303137-g2pe3ad8 41 13 , , , cord-303137-g2pe3ad8 41 14 19 19 CD cord-303137-g2pe3ad8 41 15 consumer consumer NN cord-303137-g2pe3ad8 41 16 credit credit NN cord-303137-g2pe3ad8 41 17 risk risk NN cord-303137-g2pe3ad8 41 18 , , , cord-303137-g2pe3ad8 41 19 20 20 CD cord-303137-g2pe3ad8 41 20 and and CC cord-303137-g2pe3ad8 41 21 risk risk NN cord-303137-g2pe3ad8 41 22 of of IN cord-303137-g2pe3ad8 41 23 individuals individual NNS cord-303137-g2pe3ad8 41 24 attempting attempt VBG cord-303137-g2pe3ad8 41 25 suicide suicide NN cord-303137-g2pe3ad8 41 26 . . . cord-303137-g2pe3ad8 42 1 21 21 CD cord-303137-g2pe3ad8 42 2 Machine machine NN cord-303137-g2pe3ad8 42 3 learning learning NN cord-303137-g2pe3ad8 42 4 is be VBZ cord-303137-g2pe3ad8 42 5 used use VBN cord-303137-g2pe3ad8 42 6 not not RB cord-303137-g2pe3ad8 42 7 only only RB cord-303137-g2pe3ad8 42 8 to to TO cord-303137-g2pe3ad8 42 9 understand understand VB cord-303137-g2pe3ad8 42 10 the the DT cord-303137-g2pe3ad8 42 11 nature nature NN cord-303137-g2pe3ad8 42 12 of of IN cord-303137-g2pe3ad8 42 13 threats threat NNS cord-303137-g2pe3ad8 42 14 to to IN cord-303137-g2pe3ad8 42 15 health health NN cord-303137-g2pe3ad8 42 16 , , , cord-303137-g2pe3ad8 42 17 safety safety NN cord-303137-g2pe3ad8 42 18 , , , cord-303137-g2pe3ad8 42 19 and and CC cord-303137-g2pe3ad8 42 20 finance finance NN cord-303137-g2pe3ad8 42 21 but but CC cord-303137-g2pe3ad8 42 22 also also RB cord-303137-g2pe3ad8 42 23 to to TO cord-303137-g2pe3ad8 42 24 intervene intervene VB cord-303137-g2pe3ad8 42 25 in in IN cord-303137-g2pe3ad8 42 26 these these DT cord-303137-g2pe3ad8 42 27 threats threat NNS cord-303137-g2pe3ad8 42 28 by by IN cord-303137-g2pe3ad8 42 29 allocating allocate VBG cord-303137-g2pe3ad8 42 30 scarce scarce JJ cord-303137-g2pe3ad8 42 31 resources resource NNS cord-303137-g2pe3ad8 42 32 toward toward IN cord-303137-g2pe3ad8 42 33 interventions intervention NNS cord-303137-g2pe3ad8 42 34 that that WDT cord-303137-g2pe3ad8 42 35 minimize minimize VBP cord-303137-g2pe3ad8 42 36 risk risk NN cord-303137-g2pe3ad8 42 37 the the DT cord-303137-g2pe3ad8 42 38 most most JJS cord-303137-g2pe3ad8 42 39 for for IN cord-303137-g2pe3ad8 42 40 those those DT cord-303137-g2pe3ad8 42 41 who who WP cord-303137-g2pe3ad8 42 42 control control VBP cord-303137-g2pe3ad8 42 43 or or CC cord-303137-g2pe3ad8 42 44 own own VB cord-303137-g2pe3ad8 42 45 the the DT cord-303137-g2pe3ad8 42 46 algorithmic algorithmic JJ cord-303137-g2pe3ad8 42 47 tools tool NNS cord-303137-g2pe3ad8 42 48 . . . cord-303137-g2pe3ad8 43 1 In in IN cord-303137-g2pe3ad8 43 2 this this DT cord-303137-g2pe3ad8 43 3 way way NN cord-303137-g2pe3ad8 43 4 , , , cord-303137-g2pe3ad8 43 5 a a DT cord-303137-g2pe3ad8 43 6 rideshare rideshare NN cord-303137-g2pe3ad8 43 7 platform platform NN cord-303137-g2pe3ad8 43 8 produces produce VBZ cord-303137-g2pe3ad8 43 9 risk risk NN cord-303137-g2pe3ad8 43 10 for for IN cord-303137-g2pe3ad8 43 11 drivers driver NNS cord-303137-g2pe3ad8 43 12 who who WP cord-303137-g2pe3ad8 43 13 take take VBP cord-303137-g2pe3ad8 43 14 on on RP cord-303137-g2pe3ad8 43 15 the the DT cord-303137-g2pe3ad8 43 16 liability liability NN cord-303137-g2pe3ad8 43 17 of of IN cord-303137-g2pe3ad8 43 18 car car NN cord-303137-g2pe3ad8 43 19 payments payment NNS cord-303137-g2pe3ad8 43 20 and and CC cord-303137-g2pe3ad8 43 21 vehicle vehicle NN cord-303137-g2pe3ad8 43 22 maintenance maintenance NN cord-303137-g2pe3ad8 43 23 , , , cord-303137-g2pe3ad8 43 24 while while IN cord-303137-g2pe3ad8 43 25 minimizing minimize VBG cord-303137-g2pe3ad8 43 26 risk risk NN cord-303137-g2pe3ad8 43 27 for for IN cord-303137-g2pe3ad8 43 28 the the DT cord-303137-g2pe3ad8 43 29 platform platform NN cord-303137-g2pe3ad8 43 30 itself -PRON- PRP cord-303137-g2pe3ad8 43 31 through through IN cord-303137-g2pe3ad8 43 32 its -PRON- PRP$ cord-303137-g2pe3ad8 43 33 freedom freedom NN cord-303137-g2pe3ad8 43 34 from from IN cord-303137-g2pe3ad8 43 35 maintaining maintain VBG cord-303137-g2pe3ad8 43 36 a a DT cord-303137-g2pe3ad8 43 37 fleet fleet NN cord-303137-g2pe3ad8 43 38 of of IN cord-303137-g2pe3ad8 43 39 vehicles vehicle NNS cord-303137-g2pe3ad8 43 40 for for IN cord-303137-g2pe3ad8 43 41 the the DT cord-303137-g2pe3ad8 43 42 service service NN cord-303137-g2pe3ad8 43 43 it -PRON- PRP cord-303137-g2pe3ad8 43 44 ostensibly ostensibly RB cord-303137-g2pe3ad8 43 45 offers offer VBZ cord-303137-g2pe3ad8 43 46 . . . cord-303137-g2pe3ad8 44 1 22 22 CD cord-303137-g2pe3ad8 44 2 Machine machine NN cord-303137-g2pe3ad8 44 3 learning learning NN cord-303137-g2pe3ad8 44 4 , , , cord-303137-g2pe3ad8 44 5 then then RB cord-303137-g2pe3ad8 44 6 , , , cord-303137-g2pe3ad8 44 7 is be VBZ cord-303137-g2pe3ad8 44 8 deeply deeply RB cord-303137-g2pe3ad8 44 9 implicated implicate VBN cord-303137-g2pe3ad8 44 10 in in IN cord-303137-g2pe3ad8 44 11 the the DT cord-303137-g2pe3ad8 44 12 social social JJ cord-303137-g2pe3ad8 44 13 production production NN cord-303137-g2pe3ad8 44 14 of of IN cord-303137-g2pe3ad8 44 15 risk risk NN cord-303137-g2pe3ad8 44 16 that that WDT cord-303137-g2pe3ad8 44 17 Beck Beck NNP cord-303137-g2pe3ad8 44 18 and and CC cord-303137-g2pe3ad8 44 19 Zaloom Zaloom NNP cord-303137-g2pe3ad8 44 20 describe describe VBP cord-303137-g2pe3ad8 44 21 above above RB cord-303137-g2pe3ad8 44 22 . . . cord-303137-g2pe3ad8 45 1 By by IN cord-303137-g2pe3ad8 45 2 seeing see VBG cord-303137-g2pe3ad8 45 3 machine machine NN cord-303137-g2pe3ad8 45 4 learning learn VBG cord-303137-g2pe3ad8 45 5 as as IN cord-303137-g2pe3ad8 45 6 productive productive JJ cord-303137-g2pe3ad8 45 7 of of IN cord-303137-g2pe3ad8 45 8 risk risk NN cord-303137-g2pe3ad8 45 9 , , , cord-303137-g2pe3ad8 45 10 it -PRON- PRP cord-303137-g2pe3ad8 45 11 becomes become VBZ cord-303137-g2pe3ad8 45 12 possible possible JJ cord-303137-g2pe3ad8 45 13 to to TO cord-303137-g2pe3ad8 45 14 recognize recognize VB cord-303137-g2pe3ad8 45 15 the the DT cord-303137-g2pe3ad8 45 16 responsibilities responsibility NNS cord-303137-g2pe3ad8 45 17 machine machine NN cord-303137-g2pe3ad8 45 18 learning learn VBG cord-303137-g2pe3ad8 45 19 practitioners practitioner NNS cord-303137-g2pe3ad8 45 20 hold hold VBP cord-303137-g2pe3ad8 45 21 for for IN cord-303137-g2pe3ad8 45 22 the the DT cord-303137-g2pe3ad8 45 23 ways way NNS cord-303137-g2pe3ad8 45 24 they -PRON- PRP cord-303137-g2pe3ad8 45 25 produce produce VBP cord-303137-g2pe3ad8 45 26 risk risk NN cord-303137-g2pe3ad8 45 27 . . . cord-303137-g2pe3ad8 46 1 In in IN cord-303137-g2pe3ad8 46 2 constructing construct VBG cord-303137-g2pe3ad8 46 3 representations representation NNS cord-303137-g2pe3ad8 46 4 from from IN cord-303137-g2pe3ad8 46 5 data datum NNS cord-303137-g2pe3ad8 46 6 , , , cord-303137-g2pe3ad8 46 7 in in IN cord-303137-g2pe3ad8 46 8 crafting craft VBG cord-303137-g2pe3ad8 46 9 classifiers classifier NNS cord-303137-g2pe3ad8 46 10 and and CC cord-303137-g2pe3ad8 46 11 evaluating evaluate VBG cord-303137-g2pe3ad8 46 12 their -PRON- PRP$ cord-303137-g2pe3ad8 46 13 utility utility NN cord-303137-g2pe3ad8 46 14 , , , cord-303137-g2pe3ad8 46 15 and and CC cord-303137-g2pe3ad8 46 16 in in IN cord-303137-g2pe3ad8 46 17 optimizing optimize VBG cord-303137-g2pe3ad8 46 18 for for IN cord-303137-g2pe3ad8 46 19 desired desire VBN cord-303137-g2pe3ad8 46 20 performance performance NN cord-303137-g2pe3ad8 46 21 behaviors behavior NNS cord-303137-g2pe3ad8 46 22 , , , cord-303137-g2pe3ad8 46 23 machine machine NN cord-303137-g2pe3ad8 46 24 learning learning NN cord-303137-g2pe3ad8 46 25 shapes shape NNS cord-303137-g2pe3ad8 46 26 and and CC cord-303137-g2pe3ad8 46 27 distributes distribute VBZ cord-303137-g2pe3ad8 46 28 risk risk NN cord-303137-g2pe3ad8 46 29 across across IN cord-303137-g2pe3ad8 46 30 society society NN cord-303137-g2pe3ad8 46 31 . . . cord-303137-g2pe3ad8 47 1 23 23 CD cord-303137-g2pe3ad8 47 2 Machine machine NN cord-303137-g2pe3ad8 47 3 learning learning NN cord-303137-g2pe3ad8 47 4 can can MD cord-303137-g2pe3ad8 47 5 identify identify VB cord-303137-g2pe3ad8 47 6 for for IN cord-303137-g2pe3ad8 47 7 bankers banker NNS cord-303137-g2pe3ad8 47 8 which which WDT cord-303137-g2pe3ad8 47 9 individuals individual NNS cord-303137-g2pe3ad8 47 10 are be VBP cord-303137-g2pe3ad8 47 11 at at IN cord-303137-g2pe3ad8 47 12 the the DT cord-303137-g2pe3ad8 47 13 ll will MD cord-303137-g2pe3ad8 47 14 OPEN open VB cord-303137-g2pe3ad8 47 15 ACCESS access NN cord-303137-g2pe3ad8 47 16 greatest great JJS cord-303137-g2pe3ad8 47 17 risk risk NN cord-303137-g2pe3ad8 47 18 of of IN cord-303137-g2pe3ad8 47 19 not not RB cord-303137-g2pe3ad8 47 20 repaying repay VBG cord-303137-g2pe3ad8 47 21 loans loan NNS cord-303137-g2pe3ad8 47 22 , , , cord-303137-g2pe3ad8 47 23 for for IN cord-303137-g2pe3ad8 47 24 police police NNS cord-303137-g2pe3ad8 47 25 which which WDT cord-303137-g2pe3ad8 47 26 neighborhoods neighborhood NNS cord-303137-g2pe3ad8 47 27 are be VBP cord-303137-g2pe3ad8 47 28 at at IN cord-303137-g2pe3ad8 47 29 the the DT cord-303137-g2pe3ad8 47 30 greatest great JJS cord-303137-g2pe3ad8 47 31 risk risk NN cord-303137-g2pe3ad8 47 32 of of IN cord-303137-g2pe3ad8 47 33 certain certain JJ cord-303137-g2pe3ad8 47 34 kinds kind NNS cord-303137-g2pe3ad8 47 35 of of IN cord-303137-g2pe3ad8 47 36 criminal criminal JJ cord-303137-g2pe3ad8 47 37 activity activity NN cord-303137-g2pe3ad8 47 38 , , , cord-303137-g2pe3ad8 47 39 and and CC cord-303137-g2pe3ad8 47 40 for for IN cord-303137-g2pe3ad8 47 41 doctors doctor NNS cord-303137-g2pe3ad8 47 42 ( ( -LRB- cord-303137-g2pe3ad8 47 43 and and CC cord-303137-g2pe3ad8 47 44 insurers insurer NNS cord-303137-g2pe3ad8 47 45 ) ) -RRB- cord-303137-g2pe3ad8 47 46 patients patient NNS cord-303137-g2pe3ad8 47 47 who who WP cord-303137-g2pe3ad8 47 48 are be VBP cord-303137-g2pe3ad8 47 49 at at IN cord-303137-g2pe3ad8 47 50 the the DT cord-303137-g2pe3ad8 47 51 greatest great JJS cord-303137-g2pe3ad8 47 52 risk risk NN cord-303137-g2pe3ad8 47 53 of of IN cord-303137-g2pe3ad8 47 54 diabetes diabetes NN cord-303137-g2pe3ad8 47 55 , , , cord-303137-g2pe3ad8 47 56 heart heart NN cord-303137-g2pe3ad8 47 57 disease disease NN cord-303137-g2pe3ad8 47 58 , , , cord-303137-g2pe3ad8 47 59 cancer cancer NN cord-303137-g2pe3ad8 47 60 , , , cord-303137-g2pe3ad8 47 61 pneumonia pneumonia NN cord-303137-g2pe3ad8 47 62 , , , cord-303137-g2pe3ad8 47 63 or or CC cord-303137-g2pe3ad8 47 64 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 47 65 . . . cord-303137-g2pe3ad8 48 1 And and CC cord-303137-g2pe3ad8 48 2 in in IN cord-303137-g2pe3ad8 48 3 all all RB cord-303137-g2pe3ad8 48 4 too too RB cord-303137-g2pe3ad8 48 5 many many JJ cord-303137-g2pe3ad8 48 6 cases case NNS cord-303137-g2pe3ad8 48 7 , , , cord-303137-g2pe3ad8 48 8 machine machine NN cord-303137-g2pe3ad8 48 9 learning learning NN cord-303137-g2pe3ad8 48 10 actively actively RB cord-303137-g2pe3ad8 48 11 produces produce VBZ cord-303137-g2pe3ad8 48 12 risk risk NN cord-303137-g2pe3ad8 48 13 while while IN cord-303137-g2pe3ad8 48 14 also also RB cord-303137-g2pe3ad8 48 15 distributing distribute VBG cord-303137-g2pe3ad8 48 16 it -PRON- PRP cord-303137-g2pe3ad8 48 17 unevenly unevenly RB cord-303137-g2pe3ad8 48 18 across across IN cord-303137-g2pe3ad8 48 19 society society NN cord-303137-g2pe3ad8 48 20 , , , cord-303137-g2pe3ad8 48 21 as as IN cord-303137-g2pe3ad8 48 22 predictive predictive JJ cord-303137-g2pe3ad8 48 23 policing policing NN cord-303137-g2pe3ad8 48 24 algorithms algorithm NNS cord-303137-g2pe3ad8 48 25 focus focus VBP cord-303137-g2pe3ad8 48 26 police police NN cord-303137-g2pe3ad8 48 27 attention attention NN cord-303137-g2pe3ad8 48 28 on on IN cord-303137-g2pe3ad8 48 29 already already RB cord-303137-g2pe3ad8 48 30 over over RB cord-303137-g2pe3ad8 48 31 - - HYPH cord-303137-g2pe3ad8 48 32 policed police VBN cord-303137-g2pe3ad8 48 33 ( ( -LRB- cord-303137-g2pe3ad8 48 34 largely largely RB cord-303137-g2pe3ad8 48 35 Black black JJ cord-303137-g2pe3ad8 48 36 and and CC cord-303137-g2pe3ad8 48 37 Latinx Latinx NNP cord-303137-g2pe3ad8 48 38 ) ) -RRB- cord-303137-g2pe3ad8 48 39 neighborhoods neighborhood NNS cord-303137-g2pe3ad8 48 40 . . . cord-303137-g2pe3ad8 49 1 24 24 CD cord-303137-g2pe3ad8 49 2 Algorithmic algorithmic JJ cord-303137-g2pe3ad8 49 3 methods method NNS cord-303137-g2pe3ad8 49 4 for for IN cord-303137-g2pe3ad8 49 5 deciding decide VBG cord-303137-g2pe3ad8 49 6 where where WRB cord-303137-g2pe3ad8 49 7 risk risk NN cord-303137-g2pe3ad8 49 8 lies lie NNS cord-303137-g2pe3ad8 49 9 would would MD cord-303137-g2pe3ad8 49 10 be be VB cord-303137-g2pe3ad8 49 11 a a DT cord-303137-g2pe3ad8 49 12 purely purely RB cord-303137-g2pe3ad8 49 13 academic academic JJ cord-303137-g2pe3ad8 49 14 exercise exercise NN cord-303137-g2pe3ad8 49 15 if if IN cord-303137-g2pe3ad8 49 16 not not RB cord-303137-g2pe3ad8 49 17 for for IN cord-303137-g2pe3ad8 49 18 the the DT cord-303137-g2pe3ad8 49 19 real real JJ cord-303137-g2pe3ad8 49 20 - - HYPH cord-303137-g2pe3ad8 49 21 world world NN cord-303137-g2pe3ad8 49 22 impacts impact NNS cord-303137-g2pe3ad8 49 23 to to IN cord-303137-g2pe3ad8 49 24 people people NNS cord-303137-g2pe3ad8 49 25 's 's POS cord-303137-g2pe3ad8 49 26 lives life NNS cord-303137-g2pe3ad8 49 27 that that IN cord-303137-g2pe3ad8 49 28 this this DT cord-303137-g2pe3ad8 49 29 entails entail VBZ cord-303137-g2pe3ad8 49 30 . . . cord-303137-g2pe3ad8 50 1 Machine machine NN cord-303137-g2pe3ad8 50 2 learning learning NN cord-303137-g2pe3ad8 50 3 applications application NNS cord-303137-g2pe3ad8 50 4 operate operate VBP cord-303137-g2pe3ad8 50 5 upon upon IN cord-303137-g2pe3ad8 50 6 theoretical theoretical JJ cord-303137-g2pe3ad8 50 7 constructs construct NNS cord-303137-g2pe3ad8 50 8 that that WDT cord-303137-g2pe3ad8 50 9 are be VBP cord-303137-g2pe3ad8 50 10 not not RB cord-303137-g2pe3ad8 50 11 directly directly RB cord-303137-g2pe3ad8 50 12 observable observable JJ cord-303137-g2pe3ad8 50 13 - - HYPH cord-303137-g2pe3ad8 50 14 creditworthiness creditworthiness RB cord-303137-g2pe3ad8 50 15 , , , cord-303137-g2pe3ad8 50 16 health health NN cord-303137-g2pe3ad8 50 17 , , , cord-303137-g2pe3ad8 50 18 and and CC cord-303137-g2pe3ad8 50 19 recidivism recidivism NN cord-303137-g2pe3ad8 50 20 can can MD cord-303137-g2pe3ad8 50 21 not not RB cord-303137-g2pe3ad8 50 22 be be VB cord-303137-g2pe3ad8 50 23 directly directly RB cord-303137-g2pe3ad8 50 24 measured measure VBN cord-303137-g2pe3ad8 50 25 - - : cord-303137-g2pe3ad8 50 26 but but CC cord-303137-g2pe3ad8 50 27 rather rather RB cord-303137-g2pe3ad8 50 28 are be VBP cord-303137-g2pe3ad8 50 29 inferred infer VBN cord-303137-g2pe3ad8 50 30 from from IN cord-303137-g2pe3ad8 50 31 proxies proxy NNS cord-303137-g2pe3ad8 50 32 for for IN cord-303137-g2pe3ad8 50 33 such such JJ cord-303137-g2pe3ad8 50 34 constructs construct NNS cord-303137-g2pe3ad8 50 35 . . . cord-303137-g2pe3ad8 51 1 25 25 CD cord-303137-g2pe3ad8 51 2 Models model NNS cord-303137-g2pe3ad8 51 3 built build VBN cord-303137-g2pe3ad8 51 4 from from IN cord-303137-g2pe3ad8 51 5 such such JJ cord-303137-g2pe3ad8 51 6 proxies proxy NNS cord-303137-g2pe3ad8 51 7 , , , cord-303137-g2pe3ad8 51 8 because because IN cord-303137-g2pe3ad8 51 9 they -PRON- PRP cord-303137-g2pe3ad8 51 10 are be VBP cord-303137-g2pe3ad8 51 11 operationalized operationalize VBN cord-303137-g2pe3ad8 51 12 as as IN cord-303137-g2pe3ad8 51 13 part part NN cord-303137-g2pe3ad8 51 14 of of IN cord-303137-g2pe3ad8 51 15 algorithmic algorithmic JJ cord-303137-g2pe3ad8 51 16 decision decision NN cord-303137-g2pe3ad8 51 17 - - HYPH cord-303137-g2pe3ad8 51 18 making make VBG cord-303137-g2pe3ad8 51 19 systems system NNS cord-303137-g2pe3ad8 51 20 , , , cord-303137-g2pe3ad8 51 21 often often RB cord-303137-g2pe3ad8 51 22 seem seem VBP cord-303137-g2pe3ad8 51 23 like like IN cord-303137-g2pe3ad8 51 24 a a DT cord-303137-g2pe3ad8 51 25 concrete concrete JJ cord-303137-g2pe3ad8 51 26 instantiation instantiation NN cord-303137-g2pe3ad8 51 27 of of IN cord-303137-g2pe3ad8 51 28 the the DT cord-303137-g2pe3ad8 51 29 theoretical theoretical JJ cord-303137-g2pe3ad8 51 30 constructs construct NNS cord-303137-g2pe3ad8 51 31 they -PRON- PRP cord-303137-g2pe3ad8 51 32 purport purport VBP cord-303137-g2pe3ad8 51 33 to to TO cord-303137-g2pe3ad8 51 34 represent represent VB cord-303137-g2pe3ad8 51 35 but but CC cord-303137-g2pe3ad8 51 36 may may MD cord-303137-g2pe3ad8 51 37 instead instead RB cord-303137-g2pe3ad8 51 38 become become VB cord-303137-g2pe3ad8 51 39 like like IN cord-303137-g2pe3ad8 51 40 self self NN cord-303137-g2pe3ad8 51 41 - - HYPH cord-303137-g2pe3ad8 51 42 fulfilling fulfil VBG cord-303137-g2pe3ad8 51 43 prophecies prophecy NNS cord-303137-g2pe3ad8 51 44 , , , cord-303137-g2pe3ad8 51 45 actually actually RB cord-303137-g2pe3ad8 51 46 producing produce VBG cord-303137-g2pe3ad8 51 47 the the DT cord-303137-g2pe3ad8 51 48 phenomena phenomenon NNS cord-303137-g2pe3ad8 51 49 they -PRON- PRP cord-303137-g2pe3ad8 51 50 purport purport VBP cord-303137-g2pe3ad8 51 51 to to TO cord-303137-g2pe3ad8 51 52 measure measure VB cord-303137-g2pe3ad8 51 53 . . . cord-303137-g2pe3ad8 52 1 And and CC cord-303137-g2pe3ad8 52 2 they -PRON- PRP cord-303137-g2pe3ad8 52 3 are be VBP cord-303137-g2pe3ad8 52 4 often often RB cord-303137-g2pe3ad8 52 5 used use VBN cord-303137-g2pe3ad8 52 6 in in IN cord-303137-g2pe3ad8 52 7 ways way NNS cord-303137-g2pe3ad8 52 8 that that WDT cord-303137-g2pe3ad8 52 9 produce produce VBP cord-303137-g2pe3ad8 52 10 concrete concrete JJ cord-303137-g2pe3ad8 52 11 negative negative JJ cord-303137-g2pe3ad8 52 12 impacts impact NNS cord-303137-g2pe3ad8 52 13 to to IN cord-303137-g2pe3ad8 52 14 people people NNS cord-303137-g2pe3ad8 52 15 's 's POS cord-303137-g2pe3ad8 52 16 lives life NNS cord-303137-g2pe3ad8 52 17 . . . cord-303137-g2pe3ad8 53 1 Individuals individual NNS cord-303137-g2pe3ad8 53 2 classified classify VBN cord-303137-g2pe3ad8 53 3 as as IN cord-303137-g2pe3ad8 53 4 risky risky JJ cord-303137-g2pe3ad8 53 5 loan loan NN cord-303137-g2pe3ad8 53 6 applicants applicant NNS cord-303137-g2pe3ad8 53 7 have have VBP cord-303137-g2pe3ad8 53 8 trouble trouble NN cord-303137-g2pe3ad8 53 9 buying buy VBG cord-303137-g2pe3ad8 53 10 homes home NNS cord-303137-g2pe3ad8 53 11 and and CC cord-303137-g2pe3ad8 53 12 building build VBG cord-303137-g2pe3ad8 53 13 wealth wealth NN cord-303137-g2pe3ad8 53 14 . . . cord-303137-g2pe3ad8 54 1 Neighborhoods neighborhood NNS cord-303137-g2pe3ad8 54 2 classified classify VBN cord-303137-g2pe3ad8 54 3 as as IN cord-303137-g2pe3ad8 54 4 high high JJ cord-303137-g2pe3ad8 54 5 - - HYPH cord-303137-g2pe3ad8 54 6 risk risk NN cord-303137-g2pe3ad8 54 7 crime crime NN cord-303137-g2pe3ad8 54 8 areas area NNS cord-303137-g2pe3ad8 54 9 get get VBP cord-303137-g2pe3ad8 54 10 policed police VBN cord-303137-g2pe3ad8 54 11 more more RBR cord-303137-g2pe3ad8 54 12 heavily heavily RB cord-303137-g2pe3ad8 54 13 and and CC cord-303137-g2pe3ad8 54 14 see see VB cord-303137-g2pe3ad8 54 15 more more JJR cord-303137-g2pe3ad8 54 16 arrests arrest NNS cord-303137-g2pe3ad8 54 17 for for IN cord-303137-g2pe3ad8 54 18 petty petty JJ cord-303137-g2pe3ad8 54 19 crimes crime NNS cord-303137-g2pe3ad8 54 20 . . . cord-303137-g2pe3ad8 55 1 26 26 CD cord-303137-g2pe3ad8 56 1 Over over IN cord-303137-g2pe3ad8 56 2 time time NN cord-303137-g2pe3ad8 56 3 , , , cord-303137-g2pe3ad8 56 4 heavily heavily RB cord-303137-g2pe3ad8 56 5 policed police VBN cord-303137-g2pe3ad8 56 6 neighborhoods neighborhood NNS cord-303137-g2pe3ad8 56 7 see see VB cord-303137-g2pe3ad8 56 8 more more JJR cord-303137-g2pe3ad8 56 9 re re NNS cord-303137-g2pe3ad8 56 10 - - NNS cord-303137-g2pe3ad8 56 11 arrests arrest NNS cord-303137-g2pe3ad8 56 12 , , , cord-303137-g2pe3ad8 56 13 and and CC cord-303137-g2pe3ad8 56 14 therefore therefore RB cord-303137-g2pe3ad8 56 15 steeper steep JJR cord-303137-g2pe3ad8 56 16 penalties penalty NNS cord-303137-g2pe3ad8 56 17 for for IN cord-303137-g2pe3ad8 56 18 residents resident NNS cord-303137-g2pe3ad8 56 19 who who WP cord-303137-g2pe3ad8 56 20 become become VBP cord-303137-g2pe3ad8 56 21 re re NNS cord-303137-g2pe3ad8 56 22 - - NNS cord-303137-g2pe3ad8 56 23 offenders offender NNS cord-303137-g2pe3ad8 56 24 . . . cord-303137-g2pe3ad8 57 1 27 27 CD cord-303137-g2pe3ad8 57 2 , , , cord-303137-g2pe3ad8 57 3 28 28 CD cord-303137-g2pe3ad8 57 4 Patients patient NNS cord-303137-g2pe3ad8 57 5 classified classify VBN cord-303137-g2pe3ad8 57 6 as as IN cord-303137-g2pe3ad8 57 7 being be VBG cord-303137-g2pe3ad8 57 8 at at IN cord-303137-g2pe3ad8 57 9 high high JJ cord-303137-g2pe3ad8 57 10 risk risk NN cord-303137-g2pe3ad8 57 11 of of IN cord-303137-g2pe3ad8 57 12 certain certain JJ cord-303137-g2pe3ad8 57 13 diseases disease NNS cord-303137-g2pe3ad8 57 14 may may MD cord-303137-g2pe3ad8 57 15 receive receive VB cord-303137-g2pe3ad8 57 16 life life NN cord-303137-g2pe3ad8 57 17 - - HYPH cord-303137-g2pe3ad8 57 18 saving save VBG cord-303137-g2pe3ad8 57 19 early early JJ cord-303137-g2pe3ad8 57 20 testing testing NN cord-303137-g2pe3ad8 57 21 and and CC cord-303137-g2pe3ad8 57 22 have have VBP cord-303137-g2pe3ad8 57 23 better well JJR cord-303137-g2pe3ad8 57 24 long long JJ cord-303137-g2pe3ad8 57 25 - - HYPH cord-303137-g2pe3ad8 57 26 term term NN cord-303137-g2pe3ad8 57 27 outcomes outcome NNS cord-303137-g2pe3ad8 57 28 , , , cord-303137-g2pe3ad8 57 29 but but CC cord-303137-g2pe3ad8 57 30 may may MD cord-303137-g2pe3ad8 57 31 also also RB cord-303137-g2pe3ad8 57 32 see see VB cord-303137-g2pe3ad8 57 33 higher high JJR cord-303137-g2pe3ad8 57 34 healthcare healthcare NN cord-303137-g2pe3ad8 57 35 costs cost NNS cord-303137-g2pe3ad8 57 36 and and CC cord-303137-g2pe3ad8 57 37 dangerous dangerous JJ cord-303137-g2pe3ad8 57 38 side side NN cord-303137-g2pe3ad8 57 39 effects effect NNS cord-303137-g2pe3ad8 57 40 from from IN cord-303137-g2pe3ad8 57 41 maintenance maintenance NN cord-303137-g2pe3ad8 57 42 medications medication NNS cord-303137-g2pe3ad8 57 43 , , , cord-303137-g2pe3ad8 57 44 29 29 CD cord-303137-g2pe3ad8 57 45 be be VB cord-303137-g2pe3ad8 57 46 seen see VBN cord-303137-g2pe3ad8 57 47 as as IN cord-303137-g2pe3ad8 57 48 having have VBG cord-303137-g2pe3ad8 57 49 pre pre VBN cord-303137-g2pe3ad8 57 50 - - JJ cord-303137-g2pe3ad8 57 51 existing existing JJ cord-303137-g2pe3ad8 57 52 conditions condition NNS cord-303137-g2pe3ad8 57 53 by by IN cord-303137-g2pe3ad8 57 54 their -PRON- PRP$ cord-303137-g2pe3ad8 57 55 insurers insurer NNS cord-303137-g2pe3ad8 57 56 , , , cord-303137-g2pe3ad8 57 57 or or CC cord-303137-g2pe3ad8 57 58 be be VB cord-303137-g2pe3ad8 57 59 triaged triage VBN cord-303137-g2pe3ad8 57 60 to to IN cord-303137-g2pe3ad8 57 61 a a DT cord-303137-g2pe3ad8 57 62 lower low JJR cord-303137-g2pe3ad8 57 63 degree degree NN cord-303137-g2pe3ad8 57 64 of of IN cord-303137-g2pe3ad8 57 65 medical medical JJ cord-303137-g2pe3ad8 57 66 urgency urgency NN cord-303137-g2pe3ad8 57 67 by by IN cord-303137-g2pe3ad8 57 68 a a DT cord-303137-g2pe3ad8 57 69 racially racially RB cord-303137-g2pe3ad8 57 70 biased biased JJ cord-303137-g2pe3ad8 57 71 algorithm algorithm NN cord-303137-g2pe3ad8 57 72 trained train VBN cord-303137-g2pe3ad8 57 73 to to TO cord-303137-g2pe3ad8 57 74 seek seek VB cord-303137-g2pe3ad8 57 75 price price NN cord-303137-g2pe3ad8 57 76 efficiency efficiency NN cord-303137-g2pe3ad8 57 77 . . . cord-303137-g2pe3ad8 58 1 30 30 CD cord-303137-g2pe3ad8 59 1 To to TO cord-303137-g2pe3ad8 59 2 be be VB cord-303137-g2pe3ad8 59 3 clear clear JJ cord-303137-g2pe3ad8 59 4 , , , cord-303137-g2pe3ad8 59 5 these these DT cord-303137-g2pe3ad8 59 6 impacts impact NNS cord-303137-g2pe3ad8 59 7 are be VBP cord-303137-g2pe3ad8 59 8 not not RB cord-303137-g2pe3ad8 59 9 a a DT cord-303137-g2pe3ad8 59 10 first first JJ cord-303137-g2pe3ad8 59 11 - - HYPH cord-303137-g2pe3ad8 59 12 order order NN cord-303137-g2pe3ad8 59 13 result result NN cord-303137-g2pe3ad8 59 14 of of IN cord-303137-g2pe3ad8 59 15 machine machine NN cord-303137-g2pe3ad8 59 16 learning learning NN cord-303137-g2pe3ad8 59 17 but but CC cord-303137-g2pe3ad8 59 18 neither neither DT cord-303137-g2pe3ad8 59 19 are be VBP cord-303137-g2pe3ad8 59 20 they -PRON- PRP cord-303137-g2pe3ad8 59 21 entirely entirely RB cord-303137-g2pe3ad8 59 22 external external JJ cord-303137-g2pe3ad8 59 23 to to IN cord-303137-g2pe3ad8 59 24 machine machine NN cord-303137-g2pe3ad8 59 25 learning learning NN cord-303137-g2pe3ad8 59 26 . . . cord-303137-g2pe3ad8 60 1 Rather rather RB cord-303137-g2pe3ad8 60 2 , , , cord-303137-g2pe3ad8 60 3 they -PRON- PRP cord-303137-g2pe3ad8 60 4 are be VBP cord-303137-g2pe3ad8 60 5 the the DT cord-303137-g2pe3ad8 60 6 result result NN cord-303137-g2pe3ad8 60 7 of of IN cord-303137-g2pe3ad8 60 8 complex complex JJ cord-303137-g2pe3ad8 60 9 sociotechnical sociotechnical JJ cord-303137-g2pe3ad8 60 10 responses response NNS cord-303137-g2pe3ad8 60 11 to to TO cord-303137-g2pe3ad8 60 12 risk risk VB cord-303137-g2pe3ad8 60 13 in in IN cord-303137-g2pe3ad8 60 14 specific specific JJ cord-303137-g2pe3ad8 60 15 domains domain NNS cord-303137-g2pe3ad8 60 16 . . . cord-303137-g2pe3ad8 61 1 The the DT cord-303137-g2pe3ad8 61 2 role role NN cord-303137-g2pe3ad8 61 3 of of IN cord-303137-g2pe3ad8 61 4 machine machine NN cord-303137-g2pe3ad8 61 5 learning learn VBG cord-303137-g2pe3ad8 61 6 in in IN cord-303137-g2pe3ad8 61 7 producing produce VBG cord-303137-g2pe3ad8 61 8 ' ' '' cord-303137-g2pe3ad8 61 9 ' ' `` cord-303137-g2pe3ad8 61 10 risk risk NN cord-303137-g2pe3ad8 61 11 ' ' '' cord-303137-g2pe3ad8 61 12 ' ' '' cord-303137-g2pe3ad8 61 13 as as IN cord-303137-g2pe3ad8 61 14 an an DT cord-303137-g2pe3ad8 61 15 actionable actionable JJ cord-303137-g2pe3ad8 61 16 construct construct NN cord-303137-g2pe3ad8 61 17 for for IN cord-303137-g2pe3ad8 61 18 some some DT cord-303137-g2pe3ad8 61 19 and and CC cord-303137-g2pe3ad8 61 20 not not RB cord-303137-g2pe3ad8 61 21 for for IN cord-303137-g2pe3ad8 61 22 others other NNS cord-303137-g2pe3ad8 61 23 can can MD cord-303137-g2pe3ad8 61 24 not not RB cord-303137-g2pe3ad8 61 25 be be VB cord-303137-g2pe3ad8 61 26 ignored ignore VBN cord-303137-g2pe3ad8 61 27 , , , cord-303137-g2pe3ad8 61 28 as as IN cord-303137-g2pe3ad8 61 29 machine machine NN cord-303137-g2pe3ad8 61 30 learning learning NN cord-303137-g2pe3ad8 61 31 practices practice NNS cord-303137-g2pe3ad8 61 32 rely rely VBP cord-303137-g2pe3ad8 61 33 on on IN cord-303137-g2pe3ad8 61 34 , , , cord-303137-g2pe3ad8 61 35 recreate recreate VB cord-303137-g2pe3ad8 61 36 , , , cord-303137-g2pe3ad8 61 37 and and CC cord-303137-g2pe3ad8 61 38 often often RB cord-303137-g2pe3ad8 61 39 amplify amplify VBP cord-303137-g2pe3ad8 61 40 already already RB cord-303137-g2pe3ad8 61 41 - - HYPH cord-303137-g2pe3ad8 61 42 existing exist VBG cord-303137-g2pe3ad8 61 43 patterns pattern NNS cord-303137-g2pe3ad8 61 44 of of IN cord-303137-g2pe3ad8 61 45 how how WRB cord-303137-g2pe3ad8 61 46 risk risk NN cord-303137-g2pe3ad8 61 47 is be VBZ cord-303137-g2pe3ad8 61 48 distributed distribute VBN cord-303137-g2pe3ad8 61 49 across across IN cord-303137-g2pe3ad8 61 50 society society NN cord-303137-g2pe3ad8 61 51 , , , cord-303137-g2pe3ad8 61 52 irrespective irrespective RB cord-303137-g2pe3ad8 61 53 of of IN cord-303137-g2pe3ad8 61 54 whether whether IN cord-303137-g2pe3ad8 61 55 that that DT cord-303137-g2pe3ad8 61 56 risk risk NN cord-303137-g2pe3ad8 61 57 is be VBZ cord-303137-g2pe3ad8 61 58 fairly fairly RB cord-303137-g2pe3ad8 61 59 or or CC cord-303137-g2pe3ad8 61 60 justly justly RB cord-303137-g2pe3ad8 61 61 distributed distribute VBN cord-303137-g2pe3ad8 61 62 . . . cord-303137-g2pe3ad8 62 1 This this DT cord-303137-g2pe3ad8 62 2 is be VBZ cord-303137-g2pe3ad8 62 3 particularly particularly RB cord-303137-g2pe3ad8 62 4 apparent apparent JJ cord-303137-g2pe3ad8 62 5 in in IN cord-303137-g2pe3ad8 62 6 how how WRB cord-303137-g2pe3ad8 62 7 racial racial JJ cord-303137-g2pe3ad8 62 8 disparities disparity NNS cord-303137-g2pe3ad8 62 9 are be VBP cord-303137-g2pe3ad8 62 10 algorithmically algorithmically RB cord-303137-g2pe3ad8 62 11 encoded encode VBN cord-303137-g2pe3ad8 62 12 in in IN cord-303137-g2pe3ad8 62 13 many many JJ cord-303137-g2pe3ad8 62 14 machine machine NN cord-303137-g2pe3ad8 62 15 learning learning NN cord-303137-g2pe3ad8 62 16 applications application NNS cord-303137-g2pe3ad8 62 17 , , , cord-303137-g2pe3ad8 62 18 as as IN cord-303137-g2pe3ad8 62 19 when when WRB cord-303137-g2pe3ad8 62 20 overrepresentation overrepresentation NN cord-303137-g2pe3ad8 62 21 of of IN cord-303137-g2pe3ad8 62 22 non non JJ cord-303137-g2pe3ad8 62 23 - - JJ cord-303137-g2pe3ad8 62 24 white white JJ cord-303137-g2pe3ad8 62 25 inmates inmate NNS cord-303137-g2pe3ad8 62 26 in in IN cord-303137-g2pe3ad8 62 27 criminal criminal JJ cord-303137-g2pe3ad8 62 28 justice justice NN cord-303137-g2pe3ad8 62 29 records record NNS cord-303137-g2pe3ad8 62 30 leads lead VBZ cord-303137-g2pe3ad8 62 31 to to IN cord-303137-g2pe3ad8 62 32 the the DT cord-303137-g2pe3ad8 62 33 over over IN cord-303137-g2pe3ad8 62 34 - - HYPH cord-303137-g2pe3ad8 62 35 estimation estimation NN cord-303137-g2pe3ad8 62 36 of of IN cord-303137-g2pe3ad8 62 37 risk risk NN cord-303137-g2pe3ad8 62 38 for for IN cord-303137-g2pe3ad8 62 39 non non JJ cord-303137-g2pe3ad8 62 40 - - JJ cord-303137-g2pe3ad8 62 41 white white JJ cord-303137-g2pe3ad8 62 42 defendants defendant NNS cord-303137-g2pe3ad8 62 43 in in IN cord-303137-g2pe3ad8 62 44 pretrial pretrial JJ cord-303137-g2pe3ad8 62 45 detention detention NN cord-303137-g2pe3ad8 62 46 models model NNS cord-303137-g2pe3ad8 62 47 . . . cord-303137-g2pe3ad8 63 1 31 31 CD cord-303137-g2pe3ad8 64 1 However however RB cord-303137-g2pe3ad8 64 2 , , , cord-303137-g2pe3ad8 64 3 it -PRON- PRP cord-303137-g2pe3ad8 64 4 is be VBZ cord-303137-g2pe3ad8 64 5 also also RB cord-303137-g2pe3ad8 64 6 evident evident JJ cord-303137-g2pe3ad8 64 7 in in IN cord-303137-g2pe3ad8 64 8 how how WRB cord-303137-g2pe3ad8 64 9 such such JJ cord-303137-g2pe3ad8 64 10 applications application NNS cord-303137-g2pe3ad8 64 11 themselves -PRON- PRP cord-303137-g2pe3ad8 64 12 participate participate VBP cord-303137-g2pe3ad8 64 13 in in IN cord-303137-g2pe3ad8 64 14 the the DT cord-303137-g2pe3ad8 64 15 perpetuation perpetuation NN cord-303137-g2pe3ad8 64 16 of of IN cord-303137-g2pe3ad8 64 17 unjust unjust JJ cord-303137-g2pe3ad8 64 18 institutions institution NNS cord-303137-g2pe3ad8 64 19 , , , cord-303137-g2pe3ad8 64 20 such such JJ cord-303137-g2pe3ad8 64 21 as as IN cord-303137-g2pe3ad8 64 22 the the DT cord-303137-g2pe3ad8 64 23 carceral carceral JJ cord-303137-g2pe3ad8 64 24 system system NN cord-303137-g2pe3ad8 64 25 . . . cord-303137-g2pe3ad8 65 1 7 7 CD cord-303137-g2pe3ad8 66 1 On on IN cord-303137-g2pe3ad8 66 2 top top NN cord-303137-g2pe3ad8 66 3 of of IN cord-303137-g2pe3ad8 66 4 this this DT cord-303137-g2pe3ad8 66 5 , , , cord-303137-g2pe3ad8 66 6 the the DT cord-303137-g2pe3ad8 66 7 role role NN cord-303137-g2pe3ad8 66 8 that that WDT cord-303137-g2pe3ad8 66 9 machine machine NN cord-303137-g2pe3ad8 66 10 learning learning NN cord-303137-g2pe3ad8 66 11 plays play VBZ cord-303137-g2pe3ad8 66 12 in in IN cord-303137-g2pe3ad8 66 13 producing produce VBG cord-303137-g2pe3ad8 66 14 crime crime NN cord-303137-g2pe3ad8 66 15 , , , cord-303137-g2pe3ad8 66 16 for for IN cord-303137-g2pe3ad8 66 17 some some DT cord-303137-g2pe3ad8 66 18 and and CC cord-303137-g2pe3ad8 66 19 not not RB cord-303137-g2pe3ad8 66 20 for for IN cord-303137-g2pe3ad8 66 21 others other NNS cord-303137-g2pe3ad8 66 22 , , , cord-303137-g2pe3ad8 66 23 32 32 CD cord-303137-g2pe3ad8 66 24 can can MD cord-303137-g2pe3ad8 66 25 not not RB cord-303137-g2pe3ad8 66 26 be be VB cord-303137-g2pe3ad8 66 27 ignored ignore VBN cord-303137-g2pe3ad8 66 28 . . . cord-303137-g2pe3ad8 67 1 Machine machine NN cord-303137-g2pe3ad8 67 2 learning learning NN cord-303137-g2pe3ad8 67 3 practitioners practitioner NNS cord-303137-g2pe3ad8 67 4 have have VBP cord-303137-g2pe3ad8 67 5 invested invest VBN cord-303137-g2pe3ad8 67 6 significant significant JJ cord-303137-g2pe3ad8 67 7 effort effort NN cord-303137-g2pe3ad8 67 8 in in IN cord-303137-g2pe3ad8 67 9 adjusting adjust VBG cord-303137-g2pe3ad8 67 10 technical technical JJ cord-303137-g2pe3ad8 67 11 systems system NNS cord-303137-g2pe3ad8 67 12 to to TO cord-303137-g2pe3ad8 67 13 blunt blunt VB cord-303137-g2pe3ad8 67 14 downstream downstream JJ cord-303137-g2pe3ad8 67 15 risks risk NNS cord-303137-g2pe3ad8 67 16 , , , cord-303137-g2pe3ad8 67 17 but but CC cord-303137-g2pe3ad8 67 18 the the DT cord-303137-g2pe3ad8 67 19 role role NN cord-303137-g2pe3ad8 67 20 machine machine NN cord-303137-g2pe3ad8 67 21 learning learning NN cord-303137-g2pe3ad8 67 22 might may MD cord-303137-g2pe3ad8 67 23 play play VB cord-303137-g2pe3ad8 67 24 in in IN cord-303137-g2pe3ad8 67 25 the the DT cord-303137-g2pe3ad8 67 26 reproduction reproduction NN cord-303137-g2pe3ad8 67 27 of of IN cord-303137-g2pe3ad8 67 28 patterns pattern NNS cord-303137-g2pe3ad8 67 29 of of IN cord-303137-g2pe3ad8 67 30 risk risk NN cord-303137-g2pe3ad8 67 31 is be VBZ cord-303137-g2pe3ad8 67 32 also also RB cord-303137-g2pe3ad8 67 33 operative operative JJ cord-303137-g2pe3ad8 67 34 in in IN cord-303137-g2pe3ad8 67 35 less less RBR cord-303137-g2pe3ad8 67 36 - - HYPH cord-303137-g2pe3ad8 67 37 apparent apparent JJ cord-303137-g2pe3ad8 67 38 ways way NNS cord-303137-g2pe3ad8 67 39 as as RB cord-303137-g2pe3ad8 67 40 well well RB cord-303137-g2pe3ad8 67 41 . . . cord-303137-g2pe3ad8 68 1 Even even RB cord-303137-g2pe3ad8 68 2 when when WRB cord-303137-g2pe3ad8 68 3 datasets dataset NNS cord-303137-g2pe3ad8 68 4 are be VBP cord-303137-g2pe3ad8 68 5 balanced balanced JJ cord-303137-g2pe3ad8 68 6 , , , cord-303137-g2pe3ad8 68 7 33 33 CD cord-303137-g2pe3ad8 68 8 optimization optimization NN cord-303137-g2pe3ad8 68 9 functions function NNS cord-303137-g2pe3ad8 68 10 are be VBP cord-303137-g2pe3ad8 68 11 constrained constrain VBN cord-303137-g2pe3ad8 68 12 to to TO cord-303137-g2pe3ad8 68 13 minimize minimize VB cord-303137-g2pe3ad8 68 14 bias bias NN cord-303137-g2pe3ad8 68 15 for for IN cord-303137-g2pe3ad8 68 16 disadvantaged disadvantaged JJ cord-303137-g2pe3ad8 68 17 groups group NNS cord-303137-g2pe3ad8 68 18 , , , cord-303137-g2pe3ad8 68 19 34 34 CD cord-303137-g2pe3ad8 68 20 and and CC cord-303137-g2pe3ad8 68 21 instances instance NNS cord-303137-g2pe3ad8 68 22 of of IN cord-303137-g2pe3ad8 68 23 algorithmic algorithmic JJ cord-303137-g2pe3ad8 68 24 bias bias NN cord-303137-g2pe3ad8 68 25 are be VBP cord-303137-g2pe3ad8 68 26 measured measure VBN cord-303137-g2pe3ad8 68 27 and and CC cord-303137-g2pe3ad8 68 28 mitigated mitigate VBN cord-303137-g2pe3ad8 68 29 , , , cord-303137-g2pe3ad8 68 30 35 35 CD cord-303137-g2pe3ad8 68 31 a a DT cord-303137-g2pe3ad8 68 32 long long JJ cord-303137-g2pe3ad8 68 33 tail tail NN cord-303137-g2pe3ad8 68 34 36 36 CD cord-303137-g2pe3ad8 68 35 of of IN cord-303137-g2pe3ad8 68 36 social social JJ cord-303137-g2pe3ad8 68 37 effects effect NNS cord-303137-g2pe3ad8 68 38 remain remain VBP cord-303137-g2pe3ad8 68 39 embossed emboss VBN cord-303137-g2pe3ad8 68 40 on on IN cord-303137-g2pe3ad8 68 41 the the DT cord-303137-g2pe3ad8 68 42 data data NN cord-303137-g2pe3ad8 68 43 creation creation NN cord-303137-g2pe3ad8 68 44 and and CC cord-303137-g2pe3ad8 68 45 collection collection NN cord-303137-g2pe3ad8 68 46 processes process NNS cord-303137-g2pe3ad8 68 47 that that WDT cord-303137-g2pe3ad8 68 48 underlie underlie VBP cord-303137-g2pe3ad8 68 49 the the DT cord-303137-g2pe3ad8 68 50 machine machine NN cord-303137-g2pe3ad8 68 51 learning learn VBG cord-303137-g2pe3ad8 68 52 economy economy NN cord-303137-g2pe3ad8 68 53 . . . cord-303137-g2pe3ad8 69 1 Given give VBN cord-303137-g2pe3ad8 69 2 the the DT cord-303137-g2pe3ad8 69 3 profound profound JJ cord-303137-g2pe3ad8 69 4 threat threat NN cord-303137-g2pe3ad8 69 5 of of IN cord-303137-g2pe3ad8 69 6 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 69 7 , , , cord-303137-g2pe3ad8 69 8 it -PRON- PRP cord-303137-g2pe3ad8 69 9 is be VBZ cord-303137-g2pe3ad8 69 10 crucial crucial JJ cord-303137-g2pe3ad8 69 11 to to TO cord-303137-g2pe3ad8 69 12 consider consider VB cord-303137-g2pe3ad8 69 13 how how WRB cord-303137-g2pe3ad8 69 14 the the DT cord-303137-g2pe3ad8 69 15 application application NN cord-303137-g2pe3ad8 69 16 of of IN cord-303137-g2pe3ad8 69 17 machine machine NN cord-303137-g2pe3ad8 69 18 learning learn VBG cord-303137-g2pe3ad8 69 19 to to IN cord-303137-g2pe3ad8 69 20 the the DT cord-303137-g2pe3ad8 69 21 social social JJ cord-303137-g2pe3ad8 69 22 challenges challenge NNS cord-303137-g2pe3ad8 69 23 of of IN cord-303137-g2pe3ad8 69 24 a a DT cord-303137-g2pe3ad8 69 25 global global JJ cord-303137-g2pe3ad8 69 26 pandemic pandemic NN cord-303137-g2pe3ad8 69 27 can can MD cord-303137-g2pe3ad8 69 28 produce produce VB cord-303137-g2pe3ad8 69 29 and and CC cord-303137-g2pe3ad8 69 30 distribute distribute VB cord-303137-g2pe3ad8 69 31 risk risk NN cord-303137-g2pe3ad8 69 32 across across IN cord-303137-g2pe3ad8 69 33 society society NN cord-303137-g2pe3ad8 69 34 . . . cord-303137-g2pe3ad8 70 1 These these DT cord-303137-g2pe3ad8 70 2 risks risk NNS cord-303137-g2pe3ad8 70 3 are be VBP cord-303137-g2pe3ad8 70 4 socially socially RB cord-303137-g2pe3ad8 70 5 constructed construct VBN cord-303137-g2pe3ad8 70 6 , , , cord-303137-g2pe3ad8 70 7 as as IN cord-303137-g2pe3ad8 70 8 are be VBP cord-303137-g2pe3ad8 70 9 specific specific JJ cord-303137-g2pe3ad8 70 10 harms harm NNS cord-303137-g2pe3ad8 70 11 produced produce VBN cord-303137-g2pe3ad8 70 12 by by IN cord-303137-g2pe3ad8 70 13 machine machine NN cord-303137-g2pe3ad8 70 14 learning learning NN cord-303137-g2pe3ad8 70 15 systems system NNS cord-303137-g2pe3ad8 70 16 , , , cord-303137-g2pe3ad8 70 17 and and CC cord-303137-g2pe3ad8 70 18 so so RB cord-303137-g2pe3ad8 70 19 we -PRON- PRP cord-303137-g2pe3ad8 70 20 must must MD cord-303137-g2pe3ad8 70 21 ask ask VB cord-303137-g2pe3ad8 70 22 what what WP cord-303137-g2pe3ad8 70 23 is be VBZ cord-303137-g2pe3ad8 70 24 being be VBG cord-303137-g2pe3ad8 70 25 done do VBN cord-303137-g2pe3ad8 70 26 to to TO cord-303137-g2pe3ad8 70 27 make make VB cord-303137-g2pe3ad8 70 28 sure sure JJ cord-303137-g2pe3ad8 70 29 that that IN cord-303137-g2pe3ad8 70 30 one one NN cord-303137-g2pe3ad8 70 31 is be VBZ cord-303137-g2pe3ad8 70 32 not not RB cord-303137-g2pe3ad8 70 33 amplifying amplify VBG cord-303137-g2pe3ad8 70 34 the the DT cord-303137-g2pe3ad8 70 35 other other JJ cord-303137-g2pe3ad8 70 36 . . . cord-303137-g2pe3ad8 71 1 Since since IN cord-303137-g2pe3ad8 71 2 the the DT cord-303137-g2pe3ad8 71 3 pandemic pandemic NN cord-303137-g2pe3ad8 71 4 was be VBD cord-303137-g2pe3ad8 71 5 declared declare VBN cord-303137-g2pe3ad8 71 6 in in IN cord-303137-g2pe3ad8 71 7 early early JJ cord-303137-g2pe3ad8 71 8 March March NNP cord-303137-g2pe3ad8 71 9 of of IN cord-303137-g2pe3ad8 71 10 2020 2020 CD cord-303137-g2pe3ad8 71 11 , , , cord-303137-g2pe3ad8 71 12 37 37 CD cord-303137-g2pe3ad8 71 13 hundreds hundred NNS cord-303137-g2pe3ad8 71 14 of of IN cord-303137-g2pe3ad8 71 15 articles article NNS cord-303137-g2pe3ad8 71 16 have have VBP cord-303137-g2pe3ad8 71 17 been be VBN cord-303137-g2pe3ad8 71 18 published publish VBN cord-303137-g2pe3ad8 71 19 to to TO cord-303137-g2pe3ad8 71 20 pre pre VB cord-303137-g2pe3ad8 71 21 - - VB cord-303137-g2pe3ad8 71 22 print print JJ cord-303137-g2pe3ad8 71 23 archives archive NNS cord-303137-g2pe3ad8 71 24 , , , cord-303137-g2pe3ad8 71 25 such such JJ cord-303137-g2pe3ad8 71 26 as as IN cord-303137-g2pe3ad8 71 27 aRxiv aRxiv NNP cord-303137-g2pe3ad8 71 28 , , , cord-303137-g2pe3ad8 71 29 bioRxiv bioRxiv NNP cord-303137-g2pe3ad8 71 30 , , , cord-303137-g2pe3ad8 71 31 and and CC cord-303137-g2pe3ad8 71 32 medRxiv medRxiv NNS cord-303137-g2pe3ad8 71 33 reporting report VBG cord-303137-g2pe3ad8 71 34 potential potential JJ cord-303137-g2pe3ad8 71 35 advances advance NNS cord-303137-g2pe3ad8 71 36 in in IN cord-303137-g2pe3ad8 71 37 machine machine NN cord-303137-g2pe3ad8 71 38 learning learning NN cord-303137-g2pe3ad8 71 39 applications application NNS cord-303137-g2pe3ad8 71 40 for for IN cord-303137-g2pe3ad8 71 41 combatting combat VBG cord-303137-g2pe3ad8 71 42 the the DT cord-303137-g2pe3ad8 71 43 pandemic pandemic NN cord-303137-g2pe3ad8 71 44 . . . cord-303137-g2pe3ad8 72 1 These these DT cord-303137-g2pe3ad8 72 2 applications application NNS cord-303137-g2pe3ad8 72 3 include include VBP cord-303137-g2pe3ad8 72 4 natural natural JJ cord-303137-g2pe3ad8 72 5 language language NN cord-303137-g2pe3ad8 72 6 processing processing NN cord-303137-g2pe3ad8 72 7 for for IN cord-303137-g2pe3ad8 72 8 combing comb VBG cord-303137-g2pe3ad8 72 9 through through IN cord-303137-g2pe3ad8 72 10 the the DT cord-303137-g2pe3ad8 72 11 existing exist VBG cord-303137-g2pe3ad8 72 12 literature literature NN cord-303137-g2pe3ad8 72 13 on on IN cord-303137-g2pe3ad8 72 14 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 72 15 , , , cord-303137-g2pe3ad8 72 16 38 38 CD cord-303137-g2pe3ad8 72 17 machine machine NN cord-303137-g2pe3ad8 72 18 learning learning NN cord-303137-g2pe3ad8 72 19 models model NNS cord-303137-g2pe3ad8 72 20 that that WDT cord-303137-g2pe3ad8 72 21 attempt attempt VBP cord-303137-g2pe3ad8 72 22 to to TO cord-303137-g2pe3ad8 72 23 infer infer VB cord-303137-g2pe3ad8 72 24 the the DT cord-303137-g2pe3ad8 72 25 asymptomatic asymptomatic JJ cord-303137-g2pe3ad8 72 26 spread spread NN cord-303137-g2pe3ad8 72 27 of of IN cord-303137-g2pe3ad8 72 28 the the DT cord-303137-g2pe3ad8 72 29 virus virus NN cord-303137-g2pe3ad8 72 30 , , , cord-303137-g2pe3ad8 72 31 39 39 CD cord-303137-g2pe3ad8 72 32 models model NNS cord-303137-g2pe3ad8 72 33 of of IN cord-303137-g2pe3ad8 72 34 the the DT cord-303137-g2pe3ad8 72 35 effect effect NN cord-303137-g2pe3ad8 72 36 of of IN cord-303137-g2pe3ad8 72 37 quarantine quarantine NN cord-303137-g2pe3ad8 72 38 policies policy NNS cord-303137-g2pe3ad8 72 39 on on IN cord-303137-g2pe3ad8 72 40 viral viral JJ cord-303137-g2pe3ad8 72 41 transmission transmission NN cord-303137-g2pe3ad8 72 42 , , , cord-303137-g2pe3ad8 72 43 40 40 CD cord-303137-g2pe3ad8 72 44 facial facial JJ cord-303137-g2pe3ad8 72 45 recognition recognition NN cord-303137-g2pe3ad8 72 46 applications application NNS cord-303137-g2pe3ad8 72 47 for for IN cord-303137-g2pe3ad8 72 48 use use NN cord-303137-g2pe3ad8 72 49 in in IN cord-303137-g2pe3ad8 72 50 emergency emergency NN cord-303137-g2pe3ad8 72 51 room room NN cord-303137-g2pe3ad8 72 52 triage triage NN cord-303137-g2pe3ad8 72 53 , , , cord-303137-g2pe3ad8 72 54 41 41 CD cord-303137-g2pe3ad8 72 55 and and CC cord-303137-g2pe3ad8 72 56 deep deep JJ cord-303137-g2pe3ad8 72 57 learning learning NN cord-303137-g2pe3ad8 72 58 for for IN cord-303137-g2pe3ad8 72 59 COVID-19 covid-19 JJ cord-303137-g2pe3ad8 72 60 diagnoses diagnosis NNS cord-303137-g2pe3ad8 72 61 through through IN cord-303137-g2pe3ad8 72 62 medical medical JJ cord-303137-g2pe3ad8 72 63 imaging imaging NN cord-303137-g2pe3ad8 72 64 . . . cord-303137-g2pe3ad8 73 1 42 42 CD cord-303137-g2pe3ad8 74 1 These these DT cord-303137-g2pe3ad8 74 2 studies study NNS cord-303137-g2pe3ad8 74 3 point point VBP cord-303137-g2pe3ad8 74 4 to to IN cord-303137-g2pe3ad8 74 5 the the DT cord-303137-g2pe3ad8 74 6 ways way NNS cord-303137-g2pe3ad8 74 7 machine machine NN cord-303137-g2pe3ad8 74 8 learning learning NN cord-303137-g2pe3ad8 74 9 participates participate VBZ cord-303137-g2pe3ad8 74 10 in in IN cord-303137-g2pe3ad8 74 11 how how WRB cord-303137-g2pe3ad8 74 12 risk risk NN cord-303137-g2pe3ad8 74 13 is be VBZ cord-303137-g2pe3ad8 74 14 both both DT cord-303137-g2pe3ad8 74 15 understood understand VBN cord-303137-g2pe3ad8 74 16 and and CC cord-303137-g2pe3ad8 74 17 managed manage VBD cord-303137-g2pe3ad8 74 18 , , , cord-303137-g2pe3ad8 74 19 through through IN cord-303137-g2pe3ad8 74 20 attempts attempt NNS cord-303137-g2pe3ad8 74 21 to to TO cord-303137-g2pe3ad8 74 22 understand understand VB cord-303137-g2pe3ad8 74 23 the the DT cord-303137-g2pe3ad8 74 24 nature nature NN cord-303137-g2pe3ad8 74 25 of of IN cord-303137-g2pe3ad8 74 26 the the DT cord-303137-g2pe3ad8 74 27 threat threat NN cord-303137-g2pe3ad8 74 28 and and CC cord-303137-g2pe3ad8 74 29 to to TO cord-303137-g2pe3ad8 74 30 respond respond VB cord-303137-g2pe3ad8 74 31 to to IN cord-303137-g2pe3ad8 74 32 it -PRON- PRP cord-303137-g2pe3ad8 74 33 . . . cord-303137-g2pe3ad8 75 1 More more RBR cord-303137-g2pe3ad8 75 2 recently recently RB cord-303137-g2pe3ad8 75 3 , , , cord-303137-g2pe3ad8 75 4 a a DT cord-303137-g2pe3ad8 75 5 host host NN cord-303137-g2pe3ad8 75 6 of of IN cord-303137-g2pe3ad8 75 7 machine machine NN cord-303137-g2pe3ad8 75 8 learning learning NN cord-303137-g2pe3ad8 75 9 applications application NNS cord-303137-g2pe3ad8 75 10 have have VBP cord-303137-g2pe3ad8 75 11 been be VBN cord-303137-g2pe3ad8 75 12 developed develop VBN cord-303137-g2pe3ad8 75 13 to to TO cord-303137-g2pe3ad8 75 14 track track VB cord-303137-g2pe3ad8 75 15 , , , cord-303137-g2pe3ad8 75 16 treat treat VB cord-303137-g2pe3ad8 75 17 , , , cord-303137-g2pe3ad8 75 18 and and CC cord-303137-g2pe3ad8 75 19 limit limit VB cord-303137-g2pe3ad8 75 20 the the DT cord-303137-g2pe3ad8 75 21 spread spread NN cord-303137-g2pe3ad8 75 22 of of IN cord-303137-g2pe3ad8 75 23 the the DT cord-303137-g2pe3ad8 75 24 virus virus NN cord-303137-g2pe3ad8 75 25 . . . cord-303137-g2pe3ad8 76 1 43 43 CD cord-303137-g2pe3ad8 76 2 , , , cord-303137-g2pe3ad8 76 3 44 44 CD cord-303137-g2pe3ad8 77 1 These these DT cord-303137-g2pe3ad8 77 2 applications application NNS cord-303137-g2pe3ad8 77 3 include include VBP cord-303137-g2pe3ad8 77 4 automated automate VBN cord-303137-g2pe3ad8 77 5 contact contact NN cord-303137-g2pe3ad8 77 6 tracing tracing NN cord-303137-g2pe3ad8 77 7 used use VBN cord-303137-g2pe3ad8 77 8 to to TO cord-303137-g2pe3ad8 77 9 notify notify VB cord-303137-g2pe3ad8 77 10 those those DT cord-303137-g2pe3ad8 77 11 who who WP cord-303137-g2pe3ad8 77 12 have have VBP cord-303137-g2pe3ad8 77 13 been be VBN cord-303137-g2pe3ad8 77 14 exposed expose VBN cord-303137-g2pe3ad8 77 15 that that IN cord-303137-g2pe3ad8 77 16 they -PRON- PRP cord-303137-g2pe3ad8 77 17 ought ought MD cord-303137-g2pe3ad8 77 18 to to TO cord-303137-g2pe3ad8 77 19 self self NN cord-303137-g2pe3ad8 77 20 - - HYPH cord-303137-g2pe3ad8 77 21 quarantine quarantine NN cord-303137-g2pe3ad8 77 22 ( ( -LRB- cord-303137-g2pe3ad8 77 23 for for IN cord-303137-g2pe3ad8 77 24 which which WDT cord-303137-g2pe3ad8 77 25 machine machine NN cord-303137-g2pe3ad8 77 26 learning learning NN cord-303137-g2pe3ad8 77 27 algorithms algorithm NNS cord-303137-g2pe3ad8 77 28 assist assist VBP cord-303137-g2pe3ad8 77 29 in in IN cord-303137-g2pe3ad8 77 30 estimating estimate VBG cord-303137-g2pe3ad8 77 31 the the DT cord-303137-g2pe3ad8 77 32 strength strength NN cord-303137-g2pe3ad8 77 33 of of IN cord-303137-g2pe3ad8 77 34 contacts contact NNS cord-303137-g2pe3ad8 77 35 between between IN cord-303137-g2pe3ad8 77 36 people people NNS cord-303137-g2pe3ad8 77 37 based base VBN cord-303137-g2pe3ad8 77 38 on on IN cord-303137-g2pe3ad8 77 39 Bluetooth Bluetooth NNP cord-303137-g2pe3ad8 77 40 signal signal NN cord-303137-g2pe3ad8 77 41 strength strength NN cord-303137-g2pe3ad8 77 42 ) ) -RRB- cord-303137-g2pe3ad8 77 43 , , , cord-303137-g2pe3ad8 77 44 45 45 CD cord-303137-g2pe3ad8 77 45 , , , cord-303137-g2pe3ad8 77 46 46 46 CD cord-303137-g2pe3ad8 77 47 but but CC cord-303137-g2pe3ad8 77 48 also also RB cord-303137-g2pe3ad8 77 49 natural natural JJ cord-303137-g2pe3ad8 77 50 language language NN cord-303137-g2pe3ad8 77 51 processing processing NN cord-303137-g2pe3ad8 77 52 - - HYPH cord-303137-g2pe3ad8 77 53 based base VBN cord-303137-g2pe3ad8 77 54 early early JJ cord-303137-g2pe3ad8 77 55 warning warning NN cord-303137-g2pe3ad8 77 56 systems system NNS cord-303137-g2pe3ad8 77 57 ( ( -LRB- cord-303137-g2pe3ad8 77 58 available available JJ cord-303137-g2pe3ad8 77 59 on on IN cord-303137-g2pe3ad8 77 60 a a DT cord-303137-g2pe3ad8 77 61 subscription subscription NN cord-303137-g2pe3ad8 77 62 basis basis NN cord-303137-g2pe3ad8 77 63 ) ) -RRB- cord-303137-g2pe3ad8 77 64 for for IN cord-303137-g2pe3ad8 77 65 outbreaks outbreak NNS cord-303137-g2pe3ad8 77 66 , , , cord-303137-g2pe3ad8 77 67 47 47 CD cord-303137-g2pe3ad8 77 68 and and CC cord-303137-g2pe3ad8 77 69 computer computer NN cord-303137-g2pe3ad8 77 70 vision vision NN cord-303137-g2pe3ad8 77 71 systems system NNS cord-303137-g2pe3ad8 77 72 that that WDT cord-303137-g2pe3ad8 77 73 detect detect VBP cord-303137-g2pe3ad8 77 74 mask mask NN cord-303137-g2pe3ad8 77 75 - - HYPH cord-303137-g2pe3ad8 77 76 wearing wear VBG cord-303137-g2pe3ad8 77 77 and and CC cord-303137-g2pe3ad8 77 78 crowding crowd VBG cord-303137-g2pe3ad8 77 79 on on IN cord-303137-g2pe3ad8 77 80 public public JJ cord-303137-g2pe3ad8 77 81 transportation transportation NN cord-303137-g2pe3ad8 77 82 systems system NNS cord-303137-g2pe3ad8 77 83 to to TO cord-303137-g2pe3ad8 77 84 inform inform VB cord-303137-g2pe3ad8 77 85 potential potential JJ cord-303137-g2pe3ad8 77 86 riders rider NNS cord-303137-g2pe3ad8 77 87 that that IN cord-303137-g2pe3ad8 77 88 they -PRON- PRP cord-303137-g2pe3ad8 77 89 may may MD cord-303137-g2pe3ad8 77 90 want want VB cord-303137-g2pe3ad8 77 91 to to TO cord-303137-g2pe3ad8 77 92 choose choose VB cord-303137-g2pe3ad8 77 93 alternate alternate JJ cord-303137-g2pe3ad8 77 94 modes mode NNS cord-303137-g2pe3ad8 77 95 of of IN cord-303137-g2pe3ad8 77 96 transportation transportation NN cord-303137-g2pe3ad8 77 97 during during IN cord-303137-g2pe3ad8 77 98 busy busy JJ cord-303137-g2pe3ad8 77 99 times time NNS cord-303137-g2pe3ad8 77 100 . . . cord-303137-g2pe3ad8 78 1 48 48 CD cord-303137-g2pe3ad8 79 1 While while IN cord-303137-g2pe3ad8 79 2 these these DT cord-303137-g2pe3ad8 79 3 efforts effort NNS cord-303137-g2pe3ad8 79 4 are be VBP cord-303137-g2pe3ad8 79 5 doubtless doubtless RB cord-303137-g2pe3ad8 79 6 well well RB cord-303137-g2pe3ad8 79 7 intentioned intentioned JJ cord-303137-g2pe3ad8 79 8 , , , cord-303137-g2pe3ad8 79 9 each each DT cord-303137-g2pe3ad8 79 10 suggests suggest VBZ cord-303137-g2pe3ad8 79 11 a a DT cord-303137-g2pe3ad8 79 12 machine machine NN cord-303137-g2pe3ad8 79 13 learning learn VBG cord-303137-g2pe3ad8 79 14 intervention intervention NN cord-303137-g2pe3ad8 79 15 into into IN cord-303137-g2pe3ad8 79 16 the the DT cord-303137-g2pe3ad8 79 17 already already RB cord-303137-g2pe3ad8 79 18 - - HYPH cord-303137-g2pe3ad8 79 19 existing exist VBG cord-303137-g2pe3ad8 79 20 distribution distribution NN cord-303137-g2pe3ad8 79 21 of of IN cord-303137-g2pe3ad8 79 22 risks risk NNS cord-303137-g2pe3ad8 79 23 and and CC cord-303137-g2pe3ad8 79 24 potential potential JJ cord-303137-g2pe3ad8 79 25 harms harm NNS cord-303137-g2pe3ad8 79 26 for for IN cord-303137-g2pe3ad8 79 27 society society NN cord-303137-g2pe3ad8 79 28 . . . cord-303137-g2pe3ad8 80 1 49 49 CD cord-303137-g2pe3ad8 81 1 In in IN cord-303137-g2pe3ad8 81 2 the the DT cord-303137-g2pe3ad8 81 3 US US NNP cord-303137-g2pe3ad8 81 4 we -PRON- PRP cord-303137-g2pe3ad8 81 5 are be VBP cord-303137-g2pe3ad8 81 6 seeing see VBG cord-303137-g2pe3ad8 81 7 the the DT cord-303137-g2pe3ad8 81 8 most most RBS cord-303137-g2pe3ad8 81 9 severe severe JJ cord-303137-g2pe3ad8 81 10 cases case NNS cord-303137-g2pe3ad8 81 11 of of IN cord-303137-g2pe3ad8 81 12 COVID-19 covid-19 JJ cord-303137-g2pe3ad8 81 13 striking striking JJ cord-303137-g2pe3ad8 81 14 Black Black NNP cord-303137-g2pe3ad8 81 15 and and CC cord-303137-g2pe3ad8 81 16 Latinx Latinx NNP cord-303137-g2pe3ad8 81 17 communities community NNS cord-303137-g2pe3ad8 81 18 in in IN cord-303137-g2pe3ad8 81 19 drastically drastically RB cord-303137-g2pe3ad8 81 20 disproportionate disproportionate JJ cord-303137-g2pe3ad8 81 21 ways way NNS cord-303137-g2pe3ad8 81 22 , , , cord-303137-g2pe3ad8 81 23 50 50 CD cord-303137-g2pe3ad8 81 24 and and CC cord-303137-g2pe3ad8 81 25 it -PRON- PRP cord-303137-g2pe3ad8 81 26 is be VBZ cord-303137-g2pe3ad8 81 27 clear clear JJ cord-303137-g2pe3ad8 81 28 that that IN cord-303137-g2pe3ad8 81 29 this this DT cord-303137-g2pe3ad8 81 30 is be VBZ cord-303137-g2pe3ad8 81 31 in in IN cord-303137-g2pe3ad8 81 32 large large JJ cord-303137-g2pe3ad8 81 33 part part NN cord-303137-g2pe3ad8 81 34 because because IN cord-303137-g2pe3ad8 81 35 of of IN cord-303137-g2pe3ad8 81 36 how how WRB cord-303137-g2pe3ad8 81 37 risk risk NN cord-303137-g2pe3ad8 81 38 and and CC cord-303137-g2pe3ad8 81 39 inequality inequality NN cord-303137-g2pe3ad8 81 40 map map NN cord-303137-g2pe3ad8 81 41 onto onto IN cord-303137-g2pe3ad8 81 42 each each DT cord-303137-g2pe3ad8 81 43 other other JJ cord-303137-g2pe3ad8 81 44 along along IN cord-303137-g2pe3ad8 81 45 racial racial JJ cord-303137-g2pe3ad8 81 46 dimensions dimension NNS cord-303137-g2pe3ad8 81 47 . . . cord-303137-g2pe3ad8 82 1 51 51 CD cord-303137-g2pe3ad8 83 1 This this DT cord-303137-g2pe3ad8 83 2 is be VBZ cord-303137-g2pe3ad8 83 3 in in IN cord-303137-g2pe3ad8 83 4 part part NN cord-303137-g2pe3ad8 83 5 because because IN cord-303137-g2pe3ad8 83 6 of of IN cord-303137-g2pe3ad8 83 7 long long RB cord-303137-g2pe3ad8 83 8 - - HYPH cord-303137-g2pe3ad8 83 9 standing stand VBG cord-303137-g2pe3ad8 83 10 disparities disparity NNS cord-303137-g2pe3ad8 83 11 in in IN cord-303137-g2pe3ad8 83 12 health health NN cord-303137-g2pe3ad8 83 13 outcomes outcome NNS cord-303137-g2pe3ad8 83 14 for for IN cord-303137-g2pe3ad8 83 15 Black Black NNP cord-303137-g2pe3ad8 83 16 and and CC cord-303137-g2pe3ad8 83 17 Latinx Latinx NNP cord-303137-g2pe3ad8 83 18 communities community NNS cord-303137-g2pe3ad8 83 19 , , , cord-303137-g2pe3ad8 83 20 environmental environmental JJ cord-303137-g2pe3ad8 83 21 racism racism NN cord-303137-g2pe3ad8 83 22 that that WDT cord-303137-g2pe3ad8 83 23 places place VBZ cord-303137-g2pe3ad8 83 24 environmental environmental JJ cord-303137-g2pe3ad8 83 25 determinants determinant NNS cord-303137-g2pe3ad8 83 26 of of IN cord-303137-g2pe3ad8 83 27 health health NN cord-303137-g2pe3ad8 83 28 near near IN cord-303137-g2pe3ad8 83 29 Black Black NNP cord-303137-g2pe3ad8 83 30 and and CC cord-303137-g2pe3ad8 83 31 Latinx Latinx NNP cord-303137-g2pe3ad8 83 32 communities community NNS cord-303137-g2pe3ad8 83 33 , , , cord-303137-g2pe3ad8 83 34 52 52 CD cord-303137-g2pe3ad8 83 35 as as RB cord-303137-g2pe3ad8 83 36 well well RB cord-303137-g2pe3ad8 83 37 as as IN cord-303137-g2pe3ad8 83 38 the the DT cord-303137-g2pe3ad8 83 39 disproportionate disproportionate JJ cord-303137-g2pe3ad8 83 40 number number NN cord-303137-g2pe3ad8 83 41 of of IN cord-303137-g2pe3ad8 83 42 Black Black NNP cord-303137-g2pe3ad8 83 43 and and CC cord-303137-g2pe3ad8 83 44 Latinx Latinx NNP cord-303137-g2pe3ad8 83 45 workers worker NNS cord-303137-g2pe3ad8 83 46 in in IN cord-303137-g2pe3ad8 83 47 job job NN cord-303137-g2pe3ad8 83 48 roles role NNS cord-303137-g2pe3ad8 83 49 that that WDT cord-303137-g2pe3ad8 83 50 can can MD cord-303137-g2pe3ad8 83 51 not not RB cord-303137-g2pe3ad8 83 52 be be VB cord-303137-g2pe3ad8 83 53 filled fill VBN cord-303137-g2pe3ad8 83 54 at at IN cord-303137-g2pe3ad8 83 55 home home NN cord-303137-g2pe3ad8 83 56 and and CC cord-303137-g2pe3ad8 83 57 do do VBP cord-303137-g2pe3ad8 83 58 not not RB cord-303137-g2pe3ad8 83 59 have have VB cord-303137-g2pe3ad8 83 60 adequate adequate JJ cord-303137-g2pe3ad8 83 61 sick sick JJ cord-303137-g2pe3ad8 83 62 leave leave NN cord-303137-g2pe3ad8 83 63 or or CC cord-303137-g2pe3ad8 83 64 healthecare healthecare NN cord-303137-g2pe3ad8 83 65 . . . cord-303137-g2pe3ad8 84 1 53 53 CD cord-303137-g2pe3ad8 85 1 For for IN cord-303137-g2pe3ad8 85 2 contact contact NN cord-303137-g2pe3ad8 85 3 tracing tracing NN cord-303137-g2pe3ad8 85 4 , , , cord-303137-g2pe3ad8 85 5 the the DT cord-303137-g2pe3ad8 85 6 ability ability NN cord-303137-g2pe3ad8 85 7 to to TO cord-303137-g2pe3ad8 85 8 make make VB cord-303137-g2pe3ad8 85 9 use use NN cord-303137-g2pe3ad8 85 10 of of IN cord-303137-g2pe3ad8 85 11 a a DT cord-303137-g2pe3ad8 85 12 notification notification NN cord-303137-g2pe3ad8 85 13 to to TO cord-303137-g2pe3ad8 85 14 minimize minimize VB cord-303137-g2pe3ad8 85 15 one one PRP cord-303137-g2pe3ad8 85 16 's 's POS cord-303137-g2pe3ad8 85 17 own own JJ cord-303137-g2pe3ad8 85 18 risk risk NN cord-303137-g2pe3ad8 85 19 by by IN cord-303137-g2pe3ad8 85 20 self self NN cord-303137-g2pe3ad8 85 21 - - HYPH cord-303137-g2pe3ad8 85 22 quarantining quarantine VBG cord-303137-g2pe3ad8 85 23 is be VBZ cord-303137-g2pe3ad8 85 24 far far RB cord-303137-g2pe3ad8 85 25 too too RB cord-303137-g2pe3ad8 85 26 dependent dependent JJ cord-303137-g2pe3ad8 85 27 on on IN cord-303137-g2pe3ad8 85 28 one one PRP cord-303137-g2pe3ad8 85 29 's 's POS cord-303137-g2pe3ad8 85 30 personal personal JJ cord-303137-g2pe3ad8 85 31 wealth wealth NN cord-303137-g2pe3ad8 85 32 and and CC cord-303137-g2pe3ad8 85 33 capacity capacity NN cord-303137-g2pe3ad8 85 34 to to TO cord-303137-g2pe3ad8 85 35 afford afford VB cord-303137-g2pe3ad8 85 36 to to TO cord-303137-g2pe3ad8 85 37 stay stay VB cord-303137-g2pe3ad8 85 38 home home RB cord-303137-g2pe3ad8 85 39 ( ( -LRB- cord-303137-g2pe3ad8 85 40 either either CC cord-303137-g2pe3ad8 85 41 because because IN cord-303137-g2pe3ad8 85 42 of of IN cord-303137-g2pe3ad8 85 43 a a DT cord-303137-g2pe3ad8 85 44 generous generous JJ cord-303137-g2pe3ad8 85 45 workplace workplace NN cord-303137-g2pe3ad8 85 46 sick sick JJ cord-303137-g2pe3ad8 85 47 leave leave NN cord-303137-g2pe3ad8 85 48 policy policy NN cord-303137-g2pe3ad8 85 49 , , , cord-303137-g2pe3ad8 85 50 the the DT cord-303137-g2pe3ad8 85 51 ability ability NN cord-303137-g2pe3ad8 85 52 to to TO cord-303137-g2pe3ad8 85 53 work work VB cord-303137-g2pe3ad8 85 54 from from IN cord-303137-g2pe3ad8 85 55 home home NN cord-303137-g2pe3ad8 85 56 , , , cord-303137-g2pe3ad8 85 57 or or CC cord-303137-g2pe3ad8 85 58 one one NN cord-303137-g2pe3ad8 85 59 's 's POS cord-303137-g2pe3ad8 85 60 own own JJ cord-303137-g2pe3ad8 85 61 savings saving NNS cord-303137-g2pe3ad8 85 62 ) ) -RRB- cord-303137-g2pe3ad8 85 63 . . . cord-303137-g2pe3ad8 86 1 Any any DT cord-303137-g2pe3ad8 86 2 contract contract NN cord-303137-g2pe3ad8 86 3 tracing tracing NN cord-303137-g2pe3ad8 86 4 is be VBZ cord-303137-g2pe3ad8 86 5 a a DT cord-303137-g2pe3ad8 86 6 sociotechnical sociotechnical JJ cord-303137-g2pe3ad8 86 7 system system NN cord-303137-g2pe3ad8 86 8 that that WDT cord-303137-g2pe3ad8 86 9 depends depend VBZ cord-303137-g2pe3ad8 86 10 on on IN cord-303137-g2pe3ad8 86 11 how how WRB cord-303137-g2pe3ad8 86 12 different different JJ cord-303137-g2pe3ad8 86 13 parts part NNS cord-303137-g2pe3ad8 86 14 of of IN cord-303137-g2pe3ad8 86 15 social social JJ cord-303137-g2pe3ad8 86 16 life life NN cord-303137-g2pe3ad8 86 17 fit fit VB cord-303137-g2pe3ad8 86 18 together together RB cord-303137-g2pe3ad8 86 19 - - HYPH cord-303137-g2pe3ad8 86 20 telling tell VBG cord-303137-g2pe3ad8 86 21 people people NNS cord-303137-g2pe3ad8 86 22 they -PRON- PRP cord-303137-g2pe3ad8 86 23 should should MD cord-303137-g2pe3ad8 86 24 stay stay VB cord-303137-g2pe3ad8 86 25 home home RB cord-303137-g2pe3ad8 86 26 does do VBZ cord-303137-g2pe3ad8 86 27 not not RB cord-303137-g2pe3ad8 86 28 mean mean VB cord-303137-g2pe3ad8 86 29 that that IN cord-303137-g2pe3ad8 86 30 they -PRON- PRP cord-303137-g2pe3ad8 86 31 will will MD cord-303137-g2pe3ad8 86 32 be be VB cord-303137-g2pe3ad8 86 33 able able JJ cord-303137-g2pe3ad8 86 34 to to TO cord-303137-g2pe3ad8 86 35 stay stay VB cord-303137-g2pe3ad8 86 36 home home RB cord-303137-g2pe3ad8 86 37 . . . cord-303137-g2pe3ad8 87 1 For for IN cord-303137-g2pe3ad8 87 2 contact contact NN cord-303137-g2pe3ad8 87 3 tracing trace VBG cord-303137-g2pe3ad8 87 4 to to IN cord-303137-g2pe3ad8 87 5 work work NN cord-303137-g2pe3ad8 87 6 at at RB cord-303137-g2pe3ad8 87 7 all all RB cord-303137-g2pe3ad8 87 8 , , , cord-303137-g2pe3ad8 87 9 its -PRON- PRP$ cord-303137-g2pe3ad8 87 10 designers designer NNS cord-303137-g2pe3ad8 87 11 must must MD cord-303137-g2pe3ad8 87 12 be be VB cord-303137-g2pe3ad8 87 13 attuned attune VBN cord-303137-g2pe3ad8 87 14 to to IN cord-303137-g2pe3ad8 87 15 the the DT cord-303137-g2pe3ad8 87 16 context context NN cord-303137-g2pe3ad8 87 17 of of IN cord-303137-g2pe3ad8 87 18 social social JJ cord-303137-g2pe3ad8 87 19 life life NN cord-303137-g2pe3ad8 87 20 in in IN cord-303137-g2pe3ad8 87 21 which which WDT cord-303137-g2pe3ad8 87 22 such such JJ cord-303137-g2pe3ad8 87 23 systems system NNS cord-303137-g2pe3ad8 87 24 can can MD cord-303137-g2pe3ad8 87 25 produce produce VB cord-303137-g2pe3ad8 87 26 harmful harmful JJ cord-303137-g2pe3ad8 87 27 , , , cord-303137-g2pe3ad8 87 28 difficult difficult JJ cord-303137-g2pe3ad8 87 29 - - HYPH cord-303137-g2pe3ad8 87 30 to to TO cord-303137-g2pe3ad8 87 31 - - HYPH cord-303137-g2pe3ad8 87 32 foresee foresee VB cord-303137-g2pe3ad8 87 33 effects effect NNS cord-303137-g2pe3ad8 87 34 54 54 CD cord-303137-g2pe3ad8 87 35 that that WDT cord-303137-g2pe3ad8 87 36 replicate replicate VBP cord-303137-g2pe3ad8 87 37 or or CC cord-303137-g2pe3ad8 87 38 amplify amplify VBP cord-303137-g2pe3ad8 87 39 inequalities inequality NNS cord-303137-g2pe3ad8 87 40 already already RB cord-303137-g2pe3ad8 87 41 present present JJ cord-303137-g2pe3ad8 87 42 in in IN cord-303137-g2pe3ad8 87 43 society society NN cord-303137-g2pe3ad8 87 44 . . . cord-303137-g2pe3ad8 88 1 Rather rather RB cord-303137-g2pe3ad8 88 2 than than IN cord-303137-g2pe3ad8 88 3 individualizing individualize VBG cord-303137-g2pe3ad8 88 4 the the DT cord-303137-g2pe3ad8 88 5 risk risk NN cord-303137-g2pe3ad8 88 6 through through IN cord-303137-g2pe3ad8 88 7 contact contact NN cord-303137-g2pe3ad8 88 8 tracing trace VBG cord-303137-g2pe3ad8 88 9 systems system NNS cord-303137-g2pe3ad8 88 10 currently currently RB cord-303137-g2pe3ad8 88 11 being be VBG cord-303137-g2pe3ad8 88 12 proposed propose VBN cord-303137-g2pe3ad8 88 13 , , , cord-303137-g2pe3ad8 88 14 attending attend VBG cord-303137-g2pe3ad8 88 15 to to IN cord-303137-g2pe3ad8 88 16 the the DT cord-303137-g2pe3ad8 88 17 contextual contextual JJ cord-303137-g2pe3ad8 88 18 use use NN cord-303137-g2pe3ad8 88 19 of of IN cord-303137-g2pe3ad8 88 20 such such PDT cord-303137-g2pe3ad8 88 21 a a DT cord-303137-g2pe3ad8 88 22 system system NN cord-303137-g2pe3ad8 88 23 could could MD cord-303137-g2pe3ad8 88 24 collectivize collectivize VB cord-303137-g2pe3ad8 88 25 risk risk NN cord-303137-g2pe3ad8 88 26 by by IN cord-303137-g2pe3ad8 88 27 identifying identify VBG cord-303137-g2pe3ad8 88 28 and and CC cord-303137-g2pe3ad8 88 29 emphasizing emphasize VBG cord-303137-g2pe3ad8 88 30 the the DT cord-303137-g2pe3ad8 88 31 necessary necessary JJ cord-303137-g2pe3ad8 88 32 forms form NNS cord-303137-g2pe3ad8 88 33 of of IN cord-303137-g2pe3ad8 88 34 social social JJ cord-303137-g2pe3ad8 88 35 support support NN cord-303137-g2pe3ad8 88 36 for for IN cord-303137-g2pe3ad8 88 37 self self NN cord-303137-g2pe3ad8 88 38 - - HYPH cord-303137-g2pe3ad8 88 39 quarantine quarantine NN cord-303137-g2pe3ad8 88 40 and and CC cord-303137-g2pe3ad8 88 41 medical medical JJ cord-303137-g2pe3ad8 88 42 care care NN cord-303137-g2pe3ad8 88 43 : : : cord-303137-g2pe3ad8 88 44 adequate adequate JJ cord-303137-g2pe3ad8 88 45 sick sick JJ cord-303137-g2pe3ad8 88 46 leave leave NN cord-303137-g2pe3ad8 88 47 and and CC cord-303137-g2pe3ad8 88 48 quarantine quarantine NN cord-303137-g2pe3ad8 88 49 leave leave VB cord-303137-g2pe3ad8 88 50 policies policy NNS cord-303137-g2pe3ad8 88 51 , , , cord-303137-g2pe3ad8 88 52 robust robust JJ cord-303137-g2pe3ad8 88 53 testing testing NN cord-303137-g2pe3ad8 88 54 , , , cord-303137-g2pe3ad8 88 55 and and CC cord-303137-g2pe3ad8 88 56 economic economic JJ cord-303137-g2pe3ad8 88 57 relief relief NN cord-303137-g2pe3ad8 88 58 that that WDT cord-303137-g2pe3ad8 88 59 targets target VBZ cord-303137-g2pe3ad8 88 60 individual individual JJ cord-303137-g2pe3ad8 88 61 workers worker NNS cord-303137-g2pe3ad8 88 62 over over IN cord-303137-g2pe3ad8 88 63 large large JJ cord-303137-g2pe3ad8 88 64 companies company NNS cord-303137-g2pe3ad8 88 65 . . . cord-303137-g2pe3ad8 89 1 Automated automate VBN cord-303137-g2pe3ad8 89 2 contact contact NN cord-303137-g2pe3ad8 89 3 tracing trace VBG cord-303137-g2pe3ad8 89 4 notifications notification NNS cord-303137-g2pe3ad8 89 5 are be VBP cord-303137-g2pe3ad8 89 6 useful useful JJ cord-303137-g2pe3ad8 89 7 to to IN cord-303137-g2pe3ad8 89 8 those those DT cord-303137-g2pe3ad8 89 9 who who WP cord-303137-g2pe3ad8 89 10 already already RB cord-303137-g2pe3ad8 89 11 possess possess VBP cord-303137-g2pe3ad8 89 12 the the DT cord-303137-g2pe3ad8 89 13 means mean NNS cord-303137-g2pe3ad8 89 14 to to TO cord-303137-g2pe3ad8 89 15 work work VB cord-303137-g2pe3ad8 89 16 from from IN cord-303137-g2pe3ad8 89 17 home home RB cord-303137-g2pe3ad8 89 18 and and CC cord-303137-g2pe3ad8 89 19 are be VBP cord-303137-g2pe3ad8 89 20 less less RBR cord-303137-g2pe3ad8 89 21 useful useful JJ cord-303137-g2pe3ad8 89 22 to to IN cord-303137-g2pe3ad8 89 23 those those DT cord-303137-g2pe3ad8 89 24 who who WP cord-303137-g2pe3ad8 89 25 can can MD cord-303137-g2pe3ad8 89 26 not not RB cord-303137-g2pe3ad8 89 27 self self NN cord-303137-g2pe3ad8 89 28 - - HYPH cord-303137-g2pe3ad8 89 29 quarantine quarantine NN cord-303137-g2pe3ad8 89 30 without without IN cord-303137-g2pe3ad8 89 31 losing lose VBG cord-303137-g2pe3ad8 89 32 their -PRON- PRP$ cord-303137-g2pe3ad8 89 33 job job NN cord-303137-g2pe3ad8 89 34 . . . cord-303137-g2pe3ad8 90 1 An an DT cord-303137-g2pe3ad8 90 2 automated automated JJ cord-303137-g2pe3ad8 90 3 update update NN cord-303137-g2pe3ad8 90 4 about about IN cord-303137-g2pe3ad8 90 5 a a DT cord-303137-g2pe3ad8 90 6 crowded crowded JJ cord-303137-g2pe3ad8 90 7 subway subway NN cord-303137-g2pe3ad8 90 8 car car NN cord-303137-g2pe3ad8 90 9 will will MD cord-303137-g2pe3ad8 90 10 not not RB cord-303137-g2pe3ad8 90 11 help help VB cord-303137-g2pe3ad8 90 12 someone someone NN cord-303137-g2pe3ad8 90 13 who who WP cord-303137-g2pe3ad8 90 14 has have VBZ cord-303137-g2pe3ad8 90 15 no no DT cord-303137-g2pe3ad8 90 16 other other JJ cord-303137-g2pe3ad8 90 17 means mean NNS cord-303137-g2pe3ad8 90 18 of of IN cord-303137-g2pe3ad8 90 19 transportation transportation NN cord-303137-g2pe3ad8 90 20 and and CC cord-303137-g2pe3ad8 90 21 can can MD cord-303137-g2pe3ad8 90 22 not not RB cord-303137-g2pe3ad8 90 23 be be VB cord-303137-g2pe3ad8 90 24 late late JJ cord-303137-g2pe3ad8 90 25 to to TO cord-303137-g2pe3ad8 90 26 return return VB cord-303137-g2pe3ad8 90 27 home home RB cord-303137-g2pe3ad8 90 28 to to TO cord-303137-g2pe3ad8 90 29 care care VB cord-303137-g2pe3ad8 90 30 for for IN cord-303137-g2pe3ad8 90 31 a a DT cord-303137-g2pe3ad8 90 32 child child NN cord-303137-g2pe3ad8 90 33 . . . cord-303137-g2pe3ad8 91 1 Others other NNS cord-303137-g2pe3ad8 91 2 , , , cord-303137-g2pe3ad8 91 3 meanwhile meanwhile RB cord-303137-g2pe3ad8 91 4 , , , cord-303137-g2pe3ad8 91 5 will will MD cord-303137-g2pe3ad8 91 6 maintain maintain VB cord-303137-g2pe3ad8 91 7 their -PRON- PRP$ cord-303137-g2pe3ad8 91 8 freedom freedom NN cord-303137-g2pe3ad8 91 9 of of IN cord-303137-g2pe3ad8 91 10 movement movement NN cord-303137-g2pe3ad8 91 11 - - : cord-303137-g2pe3ad8 91 12 the the DT cord-303137-g2pe3ad8 91 13 delta delta NN cord-303137-g2pe3ad8 91 14 between between IN cord-303137-g2pe3ad8 91 15 who who WP cord-303137-g2pe3ad8 91 16 can can MD cord-303137-g2pe3ad8 91 17 move move VB cord-303137-g2pe3ad8 91 18 about about IN cord-303137-g2pe3ad8 91 19 freely freely RB cord-303137-g2pe3ad8 91 20 and and CC cord-303137-g2pe3ad8 91 21 who who WP cord-303137-g2pe3ad8 91 22 can can MD cord-303137-g2pe3ad8 91 23 not not RB cord-303137-g2pe3ad8 91 24 will will MD cord-303137-g2pe3ad8 91 25 have have VB cord-303137-g2pe3ad8 91 26 profound profound JJ cord-303137-g2pe3ad8 91 27 consequences consequence NNS cord-303137-g2pe3ad8 91 28 for for IN cord-303137-g2pe3ad8 91 29 those those DT cord-303137-g2pe3ad8 91 30 who who WP cord-303137-g2pe3ad8 91 31 have have VBP cord-303137-g2pe3ad8 91 32 and and CC cord-303137-g2pe3ad8 91 33 those those DT cord-303137-g2pe3ad8 91 34 who who WP cord-303137-g2pe3ad8 91 35 do do VBP cord-303137-g2pe3ad8 91 36 not not RB cord-303137-g2pe3ad8 91 37 have have VB cord-303137-g2pe3ad8 91 38 compatible compatible JJ cord-303137-g2pe3ad8 91 39 mobile mobile JJ cord-303137-g2pe3ad8 91 40 devices device NNS cord-303137-g2pe3ad8 91 41 , , , cord-303137-g2pe3ad8 91 42 or or CC cord-303137-g2pe3ad8 91 43 who who WP cord-303137-g2pe3ad8 91 44 lack lack VBP cord-303137-g2pe3ad8 91 45 the the DT cord-303137-g2pe3ad8 91 46 resources resource NNS cord-303137-g2pe3ad8 91 47 to to TO cord-303137-g2pe3ad8 91 48 maintain maintain VB cord-303137-g2pe3ad8 91 49 their -PRON- PRP$ cord-303137-g2pe3ad8 91 50 income income NN cord-303137-g2pe3ad8 91 51 or or CC cord-303137-g2pe3ad8 91 52 care care VB cord-303137-g2pe3ad8 91 53 for for IN cord-303137-g2pe3ad8 91 54 their -PRON- PRP$ cord-303137-g2pe3ad8 91 55 dependents dependent NNS cord-303137-g2pe3ad8 91 56 while while IN cord-303137-g2pe3ad8 91 57 unable unable JJ cord-303137-g2pe3ad8 91 58 to to TO cord-303137-g2pe3ad8 91 59 work work VB cord-303137-g2pe3ad8 91 60 or or CC cord-303137-g2pe3ad8 91 61 cohabitate cohabitate VB cord-303137-g2pe3ad8 91 62 with with IN cord-303137-g2pe3ad8 91 63 others other NNS cord-303137-g2pe3ad8 91 64 . . . cord-303137-g2pe3ad8 92 1 55 55 CD cord-303137-g2pe3ad8 93 1 In in IN cord-303137-g2pe3ad8 93 2 this this DT cord-303137-g2pe3ad8 93 3 way way NN cord-303137-g2pe3ad8 93 4 , , , cord-303137-g2pe3ad8 93 5 automated automate VBN cord-303137-g2pe3ad8 93 6 technologies technology NNS cord-303137-g2pe3ad8 93 7 that that WDT cord-303137-g2pe3ad8 93 8 construct construct VBP cord-303137-g2pe3ad8 93 9 and and CC cord-303137-g2pe3ad8 93 10 manage manage VB cord-303137-g2pe3ad8 93 11 the the DT cord-303137-g2pe3ad8 93 12 shared share VBN cord-303137-g2pe3ad8 93 13 risks risk NNS cord-303137-g2pe3ad8 93 14 of of IN cord-303137-g2pe3ad8 93 15 the the DT cord-303137-g2pe3ad8 93 16 pandemic pandemic NN cord-303137-g2pe3ad8 93 17 can can MD cord-303137-g2pe3ad8 93 18 perniciously perniciously RB cord-303137-g2pe3ad8 93 19 codify codify VB cord-303137-g2pe3ad8 93 20 and and CC cord-303137-g2pe3ad8 93 21 reinforce reinforce VB cord-303137-g2pe3ad8 93 22 unjust unjust JJ cord-303137-g2pe3ad8 93 23 social social JJ cord-303137-g2pe3ad8 93 24 and and CC cord-303137-g2pe3ad8 93 25 economic economic JJ cord-303137-g2pe3ad8 93 26 dynamics dynamic NNS cord-303137-g2pe3ad8 93 27 that that WDT cord-303137-g2pe3ad8 93 28 are be VBP cord-303137-g2pe3ad8 93 29 the the DT cord-303137-g2pe3ad8 93 30 context context NN cord-303137-g2pe3ad8 93 31 in in IN cord-303137-g2pe3ad8 93 32 which which WDT cord-303137-g2pe3ad8 93 33 the the DT cord-303137-g2pe3ad8 93 34 infectious infectious JJ cord-303137-g2pe3ad8 93 35 disease disease NN cord-303137-g2pe3ad8 93 36 spreads spread VBZ cord-303137-g2pe3ad8 93 37 . . . cord-303137-g2pe3ad8 94 1 Machine machine NN cord-303137-g2pe3ad8 94 2 learning learning NN cord-303137-g2pe3ad8 94 3 applications application NNS cord-303137-g2pe3ad8 94 4 may may MD cord-303137-g2pe3ad8 94 5 construct construct VB cord-303137-g2pe3ad8 94 6 risk risk NN cord-303137-g2pe3ad8 94 7 such such JJ cord-303137-g2pe3ad8 94 8 that that IN cord-303137-g2pe3ad8 94 9 individuals individual NNS cord-303137-g2pe3ad8 94 10 can can MD cord-303137-g2pe3ad8 94 11 act act VB cord-303137-g2pe3ad8 94 12 upon upon IN cord-303137-g2pe3ad8 94 13 it -PRON- PRP cord-303137-g2pe3ad8 94 14 to to IN cord-303137-g2pe3ad8 94 15 their -PRON- PRP$ cord-303137-g2pe3ad8 94 16 own own JJ cord-303137-g2pe3ad8 94 17 advantage advantage NN cord-303137-g2pe3ad8 94 18 without without IN cord-303137-g2pe3ad8 94 19 addressing address VBG cord-303137-g2pe3ad8 94 20 the the DT cord-303137-g2pe3ad8 94 21 social social JJ cord-303137-g2pe3ad8 94 22 conditions condition NNS cord-303137-g2pe3ad8 94 23 that that WDT cord-303137-g2pe3ad8 94 24 make make VBP cord-303137-g2pe3ad8 94 25 such such JJ cord-303137-g2pe3ad8 94 26 risks risk NNS cord-303137-g2pe3ad8 94 27 unevenly unevenly RB cord-303137-g2pe3ad8 94 28 distributed distribute VBN cord-303137-g2pe3ad8 94 29 , , , cord-303137-g2pe3ad8 94 30 thereby thereby RB cord-303137-g2pe3ad8 94 31 presenting present VBG cord-303137-g2pe3ad8 94 32 a a DT cord-303137-g2pe3ad8 94 33 false false JJ cord-303137-g2pe3ad8 94 34 sense sense NN cord-303137-g2pe3ad8 94 35 of of IN cord-303137-g2pe3ad8 94 36 risk risk NN cord-303137-g2pe3ad8 94 37 reduction reduction NN cord-303137-g2pe3ad8 94 38 . . . cord-303137-g2pe3ad8 95 1 Those those DT cord-303137-g2pe3ad8 95 2 who who WP cord-303137-g2pe3ad8 95 3 build build VBP cord-303137-g2pe3ad8 95 4 and and CC cord-303137-g2pe3ad8 95 5 deploy deploy VB cord-303137-g2pe3ad8 95 6 automated automate VBN cord-303137-g2pe3ad8 95 7 tools tool NNS cord-303137-g2pe3ad8 95 8 to to TO cord-303137-g2pe3ad8 95 9 track track VB cord-303137-g2pe3ad8 95 10 and and CC cord-303137-g2pe3ad8 95 11 treat treat VB cord-303137-g2pe3ad8 95 12 the the DT cord-303137-g2pe3ad8 95 13 pandemic pandemic NN cord-303137-g2pe3ad8 95 14 should should MD cord-303137-g2pe3ad8 95 15 not not RB cord-303137-g2pe3ad8 95 16 treat treat VB cord-303137-g2pe3ad8 95 17 risk risk NN cord-303137-g2pe3ad8 95 18 as as IN cord-303137-g2pe3ad8 95 19 if if IN cord-303137-g2pe3ad8 95 20 it -PRON- PRP cord-303137-g2pe3ad8 95 21 were be VBD cord-303137-g2pe3ad8 95 22 flat flat JJ cord-303137-g2pe3ad8 95 23 across across IN cord-303137-g2pe3ad8 95 24 the the DT cord-303137-g2pe3ad8 95 25 population population NN cord-303137-g2pe3ad8 95 26 , , , cord-303137-g2pe3ad8 95 27 but but CC cord-303137-g2pe3ad8 95 28 as as IN cord-303137-g2pe3ad8 95 29 something something NN cord-303137-g2pe3ad8 95 30 that that WDT cord-303137-g2pe3ad8 95 31 they -PRON- PRP cord-303137-g2pe3ad8 95 32 are be VBP cord-303137-g2pe3ad8 95 33 actively actively RB cord-303137-g2pe3ad8 95 34 engaged engage VBN cord-303137-g2pe3ad8 95 35 in in IN cord-303137-g2pe3ad8 95 36 constructing construct VBG cord-303137-g2pe3ad8 95 37 and and CC cord-303137-g2pe3ad8 95 38 distributing distributing NN cord-303137-g2pe3ad8 95 39 and and CC cord-303137-g2pe3ad8 95 40 are be VBP cord-303137-g2pe3ad8 95 41 responsible responsible JJ cord-303137-g2pe3ad8 95 42 for for IN cord-303137-g2pe3ad8 95 43 doing do VBG cord-303137-g2pe3ad8 95 44 so so RB cord-303137-g2pe3ad8 95 45 justly justly RB cord-303137-g2pe3ad8 95 46 . . . cord-303137-g2pe3ad8 96 1 Understandings understanding NNS cord-303137-g2pe3ad8 96 2 of of IN cord-303137-g2pe3ad8 96 3 how how WRB cord-303137-g2pe3ad8 96 4 the the DT cord-303137-g2pe3ad8 96 5 production production NN cord-303137-g2pe3ad8 96 6 and and CC cord-303137-g2pe3ad8 96 7 distribution distribution NN cord-303137-g2pe3ad8 96 8 of of IN cord-303137-g2pe3ad8 96 9 risk risk NN cord-303137-g2pe3ad8 96 10 through through IN cord-303137-g2pe3ad8 96 11 algorithmic algorithmic JJ cord-303137-g2pe3ad8 96 12 technologies technology NNS cord-303137-g2pe3ad8 96 13 leads lead VBZ cord-303137-g2pe3ad8 96 14 to to IN cord-303137-g2pe3ad8 96 15 sociotechnical sociotechnical JJ cord-303137-g2pe3ad8 96 16 impacts impact NNS cord-303137-g2pe3ad8 96 17 of of IN cord-303137-g2pe3ad8 96 18 machine machine NN cord-303137-g2pe3ad8 96 19 learning learning NN cord-303137-g2pe3ad8 96 20 are be VBP cord-303137-g2pe3ad8 96 21 still still RB cord-303137-g2pe3ad8 96 22 in in IN cord-303137-g2pe3ad8 96 23 their -PRON- PRP$ cord-303137-g2pe3ad8 96 24 infancy infancy NN cord-303137-g2pe3ad8 96 25 , , , cord-303137-g2pe3ad8 96 26 and and CC cord-303137-g2pe3ad8 96 27 such such JJ cord-303137-g2pe3ad8 96 28 technologies technology NNS cord-303137-g2pe3ad8 96 29 are be VBP cord-303137-g2pe3ad8 96 30 only only RB cord-303137-g2pe3ad8 96 31 just just RB cord-303137-g2pe3ad8 96 32 beginning begin VBG cord-303137-g2pe3ad8 96 33 to to TO cord-303137-g2pe3ad8 96 34 be be VB cord-303137-g2pe3ad8 96 35 thought think VBN cord-303137-g2pe3ad8 96 36 of of IN cord-303137-g2pe3ad8 96 37 as as RB cord-303137-g2pe3ad8 96 38 capable capable JJ cord-303137-g2pe3ad8 96 39 of of IN cord-303137-g2pe3ad8 96 40 being be VBG cord-303137-g2pe3ad8 96 41 brought bring VBN cord-303137-g2pe3ad8 96 42 under under IN cord-303137-g2pe3ad8 96 43 any any DT cord-303137-g2pe3ad8 96 44 sort sort NN cord-303137-g2pe3ad8 96 45 of of IN cord-303137-g2pe3ad8 96 46 governance governance NN cord-303137-g2pe3ad8 96 47 regime regime NN cord-303137-g2pe3ad8 96 48 . . . cord-303137-g2pe3ad8 97 1 [ [ -LRB- cord-303137-g2pe3ad8 97 2 56 56 CD cord-303137-g2pe3ad8 97 3 ] ] -RRB- cord-303137-g2pe3ad8 97 4 [ [ -LRB- cord-303137-g2pe3ad8 97 5 57 57 CD cord-303137-g2pe3ad8 97 6 ] ] -RRB- cord-303137-g2pe3ad8 97 7 [ [ -LRB- cord-303137-g2pe3ad8 97 8 58 58 CD cord-303137-g2pe3ad8 97 9 ] ] -RRB- cord-303137-g2pe3ad8 98 1 [ [ -LRB- cord-303137-g2pe3ad8 98 2 59 59 CD cord-303137-g2pe3ad8 98 3 ] ] -RRB- cord-303137-g2pe3ad8 99 1 Professional professional JJ cord-303137-g2pe3ad8 99 2 organizations organization NNS cord-303137-g2pe3ad8 99 3 have have VBP cord-303137-g2pe3ad8 99 4 attempted attempt VBN cord-303137-g2pe3ad8 99 5 to to TO cord-303137-g2pe3ad8 99 6 mitigate mitigate VB cord-303137-g2pe3ad8 99 7 harmful harmful JJ cord-303137-g2pe3ad8 99 8 impacts impact NNS cord-303137-g2pe3ad8 99 9 from from IN cord-303137-g2pe3ad8 99 10 applying apply VBG cord-303137-g2pe3ad8 99 11 data data NN cord-303137-g2pe3ad8 99 12 - - HYPH cord-303137-g2pe3ad8 99 13 driven drive VBN cord-303137-g2pe3ad8 99 14 and and CC cord-303137-g2pe3ad8 99 15 machine machine NN cord-303137-g2pe3ad8 99 16 learning learning NN cord-303137-g2pe3ad8 99 17 solutions solution NNS cord-303137-g2pe3ad8 99 18 to to IN cord-303137-g2pe3ad8 99 19 the the DT cord-303137-g2pe3ad8 99 20 problems problem NNS cord-303137-g2pe3ad8 99 21 of of IN cord-303137-g2pe3ad8 99 22 the the DT cord-303137-g2pe3ad8 99 23 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 99 24 pandemic pandemic NN cord-303137-g2pe3ad8 99 25 . . . cord-303137-g2pe3ad8 100 1 Some some DT cord-303137-g2pe3ad8 100 2 of of IN cord-303137-g2pe3ad8 100 3 these these DT cord-303137-g2pe3ad8 100 4 are be VBP cord-303137-g2pe3ad8 100 5 quite quite RB cord-303137-g2pe3ad8 100 6 robust robust JJ cord-303137-g2pe3ad8 100 7 , , , cord-303137-g2pe3ad8 100 8 if if IN cord-303137-g2pe3ad8 100 9 non non JJ cord-303137-g2pe3ad8 100 10 - - JJ cord-303137-g2pe3ad8 100 11 binding binding JJ cord-303137-g2pe3ad8 100 12 , , , cord-303137-g2pe3ad8 100 13 sets set NNS cord-303137-g2pe3ad8 100 14 of of IN cord-303137-g2pe3ad8 100 15 recommendations recommendation NNS cord-303137-g2pe3ad8 100 16 , , , cord-303137-g2pe3ad8 100 17 60 60 CD cord-303137-g2pe3ad8 100 18 while while IN cord-303137-g2pe3ad8 100 19 others other NNS cord-303137-g2pe3ad8 100 20 attend attend VBP cord-303137-g2pe3ad8 100 21 to to IN cord-303137-g2pe3ad8 100 22 a a DT cord-303137-g2pe3ad8 100 23 limited limited JJ cord-303137-g2pe3ad8 100 24 definition definition NN cord-303137-g2pe3ad8 100 25 of of IN cord-303137-g2pe3ad8 100 26 privacy privacy NN cord-303137-g2pe3ad8 100 27 rights right NNS cord-303137-g2pe3ad8 100 28 without without IN cord-303137-g2pe3ad8 100 29 attending attend VBG cord-303137-g2pe3ad8 100 30 to to IN cord-303137-g2pe3ad8 100 31 the the DT cord-303137-g2pe3ad8 100 32 range range NN cord-303137-g2pe3ad8 100 33 of of IN cord-303137-g2pe3ad8 100 34 sociotechnical sociotechnical JJ cord-303137-g2pe3ad8 100 35 impacts impact NNS cord-303137-g2pe3ad8 100 36 discussed discuss VBN cord-303137-g2pe3ad8 100 37 above above RB cord-303137-g2pe3ad8 100 38 . . . cord-303137-g2pe3ad8 101 1 61 61 CD cord-303137-g2pe3ad8 102 1 Over over IN cord-303137-g2pe3ad8 102 2 the the DT cord-303137-g2pe3ad8 102 3 past past JJ cord-303137-g2pe3ad8 102 4 2 2 CD cord-303137-g2pe3ad8 102 5 years year NNS cord-303137-g2pe3ad8 102 6 , , , cord-303137-g2pe3ad8 102 7 we -PRON- PRP cord-303137-g2pe3ad8 102 8 have have VBP cord-303137-g2pe3ad8 102 9 been be VBN cord-303137-g2pe3ad8 102 10 studying study VBG cord-303137-g2pe3ad8 102 11 how how WRB cord-303137-g2pe3ad8 102 12 those those DT cord-303137-g2pe3ad8 102 13 inside inside RB cord-303137-g2pe3ad8 102 14 of of IN cord-303137-g2pe3ad8 102 15 Silicon Silicon NNP cord-303137-g2pe3ad8 102 16 Valley Valley NNP cord-303137-g2pe3ad8 102 17 tech tech NN cord-303137-g2pe3ad8 102 18 companies company NNS cord-303137-g2pe3ad8 102 19 , , , cord-303137-g2pe3ad8 102 20 which which WDT cord-303137-g2pe3ad8 102 21 build build VBP cord-303137-g2pe3ad8 102 22 the the DT cord-303137-g2pe3ad8 102 23 machine machine NN cord-303137-g2pe3ad8 102 24 learning learning NN cord-303137-g2pe3ad8 102 25 models model NNS cord-303137-g2pe3ad8 102 26 that that WDT cord-303137-g2pe3ad8 102 27 are be VBP cord-303137-g2pe3ad8 102 28 most most RBS cord-303137-g2pe3ad8 102 29 likely likely JJ cord-303137-g2pe3ad8 102 30 to to TO cord-303137-g2pe3ad8 102 31 directly directly RB cord-303137-g2pe3ad8 102 32 affect affect VB cord-303137-g2pe3ad8 102 33 people people NNS cord-303137-g2pe3ad8 102 34 , , , cord-303137-g2pe3ad8 102 35 go go VB cord-303137-g2pe3ad8 102 36 about about IN cord-303137-g2pe3ad8 102 37 understanding understand VBG cord-303137-g2pe3ad8 102 38 the the DT cord-303137-g2pe3ad8 102 39 impacts impact NNS cord-303137-g2pe3ad8 102 40 of of IN cord-303137-g2pe3ad8 102 41 machine machine NN cord-303137-g2pe3ad8 102 42 learning learning NN cord-303137-g2pe3ad8 102 43 and and CC cord-303137-g2pe3ad8 102 44 developing develop VBG cord-303137-g2pe3ad8 102 45 organizational organizational JJ cord-303137-g2pe3ad8 102 46 practices practice NNS cord-303137-g2pe3ad8 102 47 to to TO cord-303137-g2pe3ad8 102 48 manage manage VB cord-303137-g2pe3ad8 102 49 the the DT cord-303137-g2pe3ad8 102 50 effect effect NN cord-303137-g2pe3ad8 102 51 they -PRON- PRP cord-303137-g2pe3ad8 102 52 have have VBP cord-303137-g2pe3ad8 102 53 on on IN cord-303137-g2pe3ad8 102 54 how how WRB cord-303137-g2pe3ad8 102 55 risk risk NN cord-303137-g2pe3ad8 102 56 is be VBZ cord-303137-g2pe3ad8 102 57 distributed distribute VBN cord-303137-g2pe3ad8 102 58 across across IN cord-303137-g2pe3ad8 102 59 society society NN cord-303137-g2pe3ad8 102 60 . . . cord-303137-g2pe3ad8 103 1 62 62 CD cord-303137-g2pe3ad8 103 2 , , , cord-303137-g2pe3ad8 103 3 63 63 CD cord-303137-g2pe3ad8 104 1 Under under IN cord-303137-g2pe3ad8 104 2 the the DT cord-303137-g2pe3ad8 104 3 mantle mantle NN cord-303137-g2pe3ad8 104 4 of of IN cord-303137-g2pe3ad8 104 5 ' ' '' cord-303137-g2pe3ad8 104 6 ' ' '' cord-303137-g2pe3ad8 104 7 ethics ethic NNS cord-303137-g2pe3ad8 104 8 , , , cord-303137-g2pe3ad8 104 9 ' ' '' cord-303137-g2pe3ad8 104 10 ' ' '' cord-303137-g2pe3ad8 104 11 Silicon Silicon NNP cord-303137-g2pe3ad8 104 12 Valley Valley NNP cord-303137-g2pe3ad8 104 13 companies company NNS cord-303137-g2pe3ad8 104 14 manage manage VBP cord-303137-g2pe3ad8 104 15 the the DT cord-303137-g2pe3ad8 104 16 emerging emerge VBG cord-303137-g2pe3ad8 104 17 risks risk NNS cord-303137-g2pe3ad8 104 18 their -PRON- PRP$ cord-303137-g2pe3ad8 104 19 products product NNS cord-303137-g2pe3ad8 104 20 and and CC cord-303137-g2pe3ad8 104 21 services service NNS cord-303137-g2pe3ad8 104 22 pose pose VBP cord-303137-g2pe3ad8 104 23 for for IN cord-303137-g2pe3ad8 104 24 individuals individual NNS cord-303137-g2pe3ad8 104 25 , , , cord-303137-g2pe3ad8 104 26 society society NN cord-303137-g2pe3ad8 104 27 , , , cord-303137-g2pe3ad8 104 28 and and CC cord-303137-g2pe3ad8 104 29 for for IN cord-303137-g2pe3ad8 104 30 their -PRON- PRP$ cord-303137-g2pe3ad8 104 31 own own JJ cord-303137-g2pe3ad8 104 32 firms firm NNS cord-303137-g2pe3ad8 104 33 . . . cord-303137-g2pe3ad8 105 1 In in IN cord-303137-g2pe3ad8 105 2 response response NN cord-303137-g2pe3ad8 105 3 to to IN cord-303137-g2pe3ad8 105 4 the the DT cord-303137-g2pe3ad8 105 5 unprece unprece NNP cord-303137-g2pe3ad8 105 6 - - HYPH cord-303137-g2pe3ad8 105 7 dented dent VBN cord-303137-g2pe3ad8 105 8 public public JJ cord-303137-g2pe3ad8 105 9 health health NN cord-303137-g2pe3ad8 105 10 challenges challenge NNS cord-303137-g2pe3ad8 105 11 represented represent VBN cord-303137-g2pe3ad8 105 12 by by IN cord-303137-g2pe3ad8 105 13 the the DT cord-303137-g2pe3ad8 105 14 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 105 15 pandemic pandemic NN cord-303137-g2pe3ad8 105 16 , , , cord-303137-g2pe3ad8 105 17 many many JJ cord-303137-g2pe3ad8 105 18 of of IN cord-303137-g2pe3ad8 105 19 these these DT cord-303137-g2pe3ad8 105 20 companies company NNS cord-303137-g2pe3ad8 105 21 are be VBP cord-303137-g2pe3ad8 105 22 rushing rush VBG cord-303137-g2pe3ad8 105 23 to to TO cord-303137-g2pe3ad8 105 24 play play VB cord-303137-g2pe3ad8 105 25 a a DT cord-303137-g2pe3ad8 105 26 role role NN cord-303137-g2pe3ad8 105 27 in in IN cord-303137-g2pe3ad8 105 28 producing produce VBG cord-303137-g2pe3ad8 105 29 technological technological JJ cord-303137-g2pe3ad8 105 30 solutions solution NNS cord-303137-g2pe3ad8 105 31 . . . cord-303137-g2pe3ad8 106 1 In in IN cord-303137-g2pe3ad8 106 2 the the DT cord-303137-g2pe3ad8 106 3 rush rush NN cord-303137-g2pe3ad8 106 4 to to TO cord-303137-g2pe3ad8 106 5 produce produce VB cord-303137-g2pe3ad8 106 6 solutions solution NNS cord-303137-g2pe3ad8 106 7 , , , cord-303137-g2pe3ad8 106 8 however however RB cord-303137-g2pe3ad8 106 9 , , , cord-303137-g2pe3ad8 106 10 it -PRON- PRP cord-303137-g2pe3ad8 106 11 is be VBZ cord-303137-g2pe3ad8 106 12 even even RB cord-303137-g2pe3ad8 106 13 more more RBR cord-303137-g2pe3ad8 106 14 important important JJ cord-303137-g2pe3ad8 106 15 to to TO cord-303137-g2pe3ad8 106 16 think think VB cord-303137-g2pe3ad8 106 17 through through IN cord-303137-g2pe3ad8 106 18 the the DT cord-303137-g2pe3ad8 106 19 lessons lesson NNS cord-303137-g2pe3ad8 106 20 the the DT cord-303137-g2pe3ad8 106 21 tech tech NN cord-303137-g2pe3ad8 106 22 industry industry NN cord-303137-g2pe3ad8 106 23 has have VBZ cord-303137-g2pe3ad8 106 24 learned learn VBN cord-303137-g2pe3ad8 106 25 from from IN cord-303137-g2pe3ad8 106 26 managing manage VBG cord-303137-g2pe3ad8 106 27 organizational organizational JJ cord-303137-g2pe3ad8 106 28 risk risk NN cord-303137-g2pe3ad8 106 29 in in IN cord-303137-g2pe3ad8 106 30 the the DT cord-303137-g2pe3ad8 106 31 years year NNS cord-303137-g2pe3ad8 106 32 leading lead VBG cord-303137-g2pe3ad8 106 33 up up IN cord-303137-g2pe3ad8 106 34 to to IN cord-303137-g2pe3ad8 106 35 the the DT cord-303137-g2pe3ad8 106 36 current current JJ cord-303137-g2pe3ad8 106 37 crisis crisis NN cord-303137-g2pe3ad8 106 38 , , , cord-303137-g2pe3ad8 106 39 and and CC cord-303137-g2pe3ad8 106 40 not not RB cord-303137-g2pe3ad8 106 41 to to TO cord-303137-g2pe3ad8 106 42 jettison jettison VB cord-303137-g2pe3ad8 106 43 those those DT cord-303137-g2pe3ad8 106 44 lessons lesson NNS cord-303137-g2pe3ad8 106 45 out out RP cord-303137-g2pe3ad8 106 46 expediency expediency NN cord-303137-g2pe3ad8 106 47 . . . cord-303137-g2pe3ad8 107 1 Reading read VBG cord-303137-g2pe3ad8 107 2 the the DT cord-303137-g2pe3ad8 107 3 potential potential JJ cord-303137-g2pe3ad8 107 4 applications application NNS cord-303137-g2pe3ad8 107 5 of of IN cord-303137-g2pe3ad8 107 6 technology technology NN cord-303137-g2pe3ad8 107 7 to to IN cord-303137-g2pe3ad8 107 8 the the DT cord-303137-g2pe3ad8 107 9 current current JJ cord-303137-g2pe3ad8 107 10 crisis crisis NN cord-303137-g2pe3ad8 107 11 through through IN cord-303137-g2pe3ad8 107 12 the the DT cord-303137-g2pe3ad8 107 13 recent recent JJ cord-303137-g2pe3ad8 107 14 history history NN cord-303137-g2pe3ad8 107 15 of of IN cord-303137-g2pe3ad8 107 16 tech tech NN cord-303137-g2pe3ad8 107 17 ethics ethic NNS cord-303137-g2pe3ad8 107 18 , , , cord-303137-g2pe3ad8 107 19 several several JJ cord-303137-g2pe3ad8 107 20 lessons lesson NNS cord-303137-g2pe3ad8 107 21 stand stand VBP cord-303137-g2pe3ad8 107 22 out out RP cord-303137-g2pe3ad8 108 1 : : : cord-303137-g2pe3ad8 108 2 context context NN cord-303137-g2pe3ad8 108 3 is be VBZ cord-303137-g2pe3ad8 108 4 key key JJ cord-303137-g2pe3ad8 108 5 , , , cord-303137-g2pe3ad8 108 6 the the DT cord-303137-g2pe3ad8 108 7 upside upside JJ cord-303137-g2pe3ad8 108 8 benefits benefit NNS cord-303137-g2pe3ad8 108 9 of of IN cord-303137-g2pe3ad8 108 10 technology technology NN cord-303137-g2pe3ad8 108 11 are be VBP cord-303137-g2pe3ad8 108 12 in in IN cord-303137-g2pe3ad8 108 13 tension tension NN cord-303137-g2pe3ad8 108 14 with with IN cord-303137-g2pe3ad8 108 15 downside downside JJ cord-303137-g2pe3ad8 108 16 risks risk NNS cord-303137-g2pe3ad8 108 17 , , , cord-303137-g2pe3ad8 108 18 and and CC cord-303137-g2pe3ad8 108 19 leadership leadership NN cord-303137-g2pe3ad8 108 20 and and CC cord-303137-g2pe3ad8 108 21 organizational organizational JJ cord-303137-g2pe3ad8 108 22 culture culture NN cord-303137-g2pe3ad8 108 23 matters matter VBZ cord-303137-g2pe3ad8 108 24 . . . cord-303137-g2pe3ad8 109 1 These these DT cord-303137-g2pe3ad8 109 2 lessons lesson NNS cord-303137-g2pe3ad8 109 3 are be VBP cord-303137-g2pe3ad8 109 4 made make VBN cord-303137-g2pe3ad8 109 5 explicit explicit JJ cord-303137-g2pe3ad8 109 6 through through IN cord-303137-g2pe3ad8 109 7 the the DT cord-303137-g2pe3ad8 109 8 applications application NNS cord-303137-g2pe3ad8 109 9 of of IN cord-303137-g2pe3ad8 109 10 machine machine NN cord-303137-g2pe3ad8 109 11 learning learn VBG cord-303137-g2pe3ad8 109 12 to to IN cord-303137-g2pe3ad8 109 13 the the DT cord-303137-g2pe3ad8 109 14 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 109 15 pandemic pandemic NN cord-303137-g2pe3ad8 109 16 , , , cord-303137-g2pe3ad8 109 17 but but CC cord-303137-g2pe3ad8 109 18 can can MD cord-303137-g2pe3ad8 109 19 also also RB cord-303137-g2pe3ad8 109 20 be be VB cord-303137-g2pe3ad8 109 21 extended extend VBN cord-303137-g2pe3ad8 109 22 to to IN cord-303137-g2pe3ad8 109 23 examining examine VBG cord-303137-g2pe3ad8 109 24 how how WRB cord-303137-g2pe3ad8 109 25 machine machine NN cord-303137-g2pe3ad8 109 26 learning learning NN cord-303137-g2pe3ad8 109 27 , , , cord-303137-g2pe3ad8 109 28 and and CC cord-303137-g2pe3ad8 109 29 digital digital JJ cord-303137-g2pe3ad8 109 30 technologies technology NNS cord-303137-g2pe3ad8 109 31 more more RBR cord-303137-g2pe3ad8 109 32 broadly broadly RB cord-303137-g2pe3ad8 109 33 , , , cord-303137-g2pe3ad8 109 34 produce produce VB cord-303137-g2pe3ad8 109 35 and and CC cord-303137-g2pe3ad8 109 36 distribute distribute VB cord-303137-g2pe3ad8 109 37 risk risk NN cord-303137-g2pe3ad8 109 38 across across IN cord-303137-g2pe3ad8 109 39 society society NN cord-303137-g2pe3ad8 109 40 . . . cord-303137-g2pe3ad8 110 1 Any any DT cord-303137-g2pe3ad8 110 2 framework framework NN cord-303137-g2pe3ad8 110 3 to to TO cord-303137-g2pe3ad8 110 4 identify identify VB cord-303137-g2pe3ad8 110 5 and and CC cord-303137-g2pe3ad8 110 6 manage manage VB cord-303137-g2pe3ad8 110 7 risk risk NN cord-303137-g2pe3ad8 110 8 within within IN cord-303137-g2pe3ad8 110 9 an an DT cord-303137-g2pe3ad8 110 10 organization organization NN cord-303137-g2pe3ad8 110 11 must must MD cord-303137-g2pe3ad8 110 12 deliberately deliberately RB cord-303137-g2pe3ad8 110 13 and and CC cord-303137-g2pe3ad8 110 14 methodically methodically RB cord-303137-g2pe3ad8 110 15 consider consider VB cord-303137-g2pe3ad8 110 16 the the DT cord-303137-g2pe3ad8 110 17 context context NN cord-303137-g2pe3ad8 110 18 in in IN cord-303137-g2pe3ad8 110 19 which which WDT cord-303137-g2pe3ad8 110 20 it -PRON- PRP cord-303137-g2pe3ad8 110 21 operates operate VBZ cord-303137-g2pe3ad8 110 22 . . . cord-303137-g2pe3ad8 111 1 Context context NN cord-303137-g2pe3ad8 111 2 includes include VBZ cord-303137-g2pe3ad8 111 3 not not RB cord-303137-g2pe3ad8 111 4 just just RB cord-303137-g2pe3ad8 111 5 the the DT cord-303137-g2pe3ad8 111 6 social social JJ cord-303137-g2pe3ad8 111 7 milieu milieu NN cord-303137-g2pe3ad8 111 8 at at IN cord-303137-g2pe3ad8 111 9 which which WDT cord-303137-g2pe3ad8 111 10 a a DT cord-303137-g2pe3ad8 111 11 product product NN cord-303137-g2pe3ad8 111 12 is be VBZ cord-303137-g2pe3ad8 111 13 targeted target VBN cord-303137-g2pe3ad8 111 14 , , , cord-303137-g2pe3ad8 111 15 but but CC cord-303137-g2pe3ad8 111 16 also also RB cord-303137-g2pe3ad8 111 17 the the DT cord-303137-g2pe3ad8 111 18 intentions intention NNS cord-303137-g2pe3ad8 111 19 , , , cord-303137-g2pe3ad8 111 20 worldview worldview NN cord-303137-g2pe3ad8 111 21 , , , cord-303137-g2pe3ad8 111 22 and and CC cord-303137-g2pe3ad8 111 23 the the DT cord-303137-g2pe3ad8 111 24 necessarily necessarily RB cord-303137-g2pe3ad8 111 25 partial partial JJ cord-303137-g2pe3ad8 111 26 knowledge knowledge NN cord-303137-g2pe3ad8 111 27 of of IN cord-303137-g2pe3ad8 111 28 those those DT cord-303137-g2pe3ad8 111 29 who who WP cord-303137-g2pe3ad8 111 30 build build VBP cord-303137-g2pe3ad8 111 31 the the DT cord-303137-g2pe3ad8 111 32 product product NN cord-303137-g2pe3ad8 111 33 . . . cord-303137-g2pe3ad8 112 1 64 64 CD cord-303137-g2pe3ad8 113 1 Including include VBG cord-303137-g2pe3ad8 113 2 producers producer NNS cord-303137-g2pe3ad8 113 3 of of IN cord-303137-g2pe3ad8 113 4 technology technology NN cord-303137-g2pe3ad8 113 5 in in IN cord-303137-g2pe3ad8 113 6 any any DT cord-303137-g2pe3ad8 113 7 consideration consideration NN cord-303137-g2pe3ad8 113 8 of of IN cord-303137-g2pe3ad8 113 9 context context NN cord-303137-g2pe3ad8 113 10 is be VBZ cord-303137-g2pe3ad8 113 11 important important JJ cord-303137-g2pe3ad8 113 12 because because IN cord-303137-g2pe3ad8 113 13 the the DT cord-303137-g2pe3ad8 113 14 way way NN cord-303137-g2pe3ad8 113 15 they -PRON- PRP cord-303137-g2pe3ad8 113 16 are be VBP cord-303137-g2pe3ad8 113 17 positioned position VBN cord-303137-g2pe3ad8 113 18 in in IN cord-303137-g2pe3ad8 113 19 the the DT cord-303137-g2pe3ad8 113 20 world world NN cord-303137-g2pe3ad8 113 21 can can MD cord-303137-g2pe3ad8 113 22 have have VB cord-303137-g2pe3ad8 113 23 an an DT cord-303137-g2pe3ad8 113 24 outsized outsized JJ cord-303137-g2pe3ad8 113 25 influence influence NN cord-303137-g2pe3ad8 113 26 on on IN cord-303137-g2pe3ad8 113 27 what what WP cord-303137-g2pe3ad8 113 28 are be VBP cord-303137-g2pe3ad8 113 29 chosen choose VBN cord-303137-g2pe3ad8 113 30 as as IN cord-303137-g2pe3ad8 113 31 problems problem NNS cord-303137-g2pe3ad8 113 32 to to TO cord-303137-g2pe3ad8 113 33 be be VB cord-303137-g2pe3ad8 113 34 solved solve VBN cord-303137-g2pe3ad8 113 35 , , , cord-303137-g2pe3ad8 113 36 65 65 CD cord-303137-g2pe3ad8 113 37 what what WP cord-303137-g2pe3ad8 113 38 data datum NNS cord-303137-g2pe3ad8 113 39 are be VBP cord-303137-g2pe3ad8 113 40 selected select VBN cord-303137-g2pe3ad8 113 41 to to TO cord-303137-g2pe3ad8 113 42 serve serve VB cord-303137-g2pe3ad8 113 43 as as IN cord-303137-g2pe3ad8 113 44 proxies proxy NNS cord-303137-g2pe3ad8 113 45 for for IN cord-303137-g2pe3ad8 113 46 unobservable unobservable JJ cord-303137-g2pe3ad8 113 47 phenomena phenomenon NNS cord-303137-g2pe3ad8 113 48 , , , cord-303137-g2pe3ad8 113 49 25 25 CD cord-303137-g2pe3ad8 113 50 , , , cord-303137-g2pe3ad8 113 51 66 66 CD cord-303137-g2pe3ad8 113 52 and and CC cord-303137-g2pe3ad8 113 53 what what WDT cord-303137-g2pe3ad8 113 54 forms form NNS cord-303137-g2pe3ad8 113 55 of of IN cord-303137-g2pe3ad8 113 56 risk risk NN cord-303137-g2pe3ad8 113 57 are be VBP cord-303137-g2pe3ad8 113 58 visible visible JJ cord-303137-g2pe3ad8 113 59 . . . cord-303137-g2pe3ad8 114 1 This this DT cord-303137-g2pe3ad8 114 2 is be VBZ cord-303137-g2pe3ad8 114 3 particularly particularly RB cord-303137-g2pe3ad8 114 4 true true JJ cord-303137-g2pe3ad8 114 5 for for IN cord-303137-g2pe3ad8 114 6 the the DT cord-303137-g2pe3ad8 114 7 use use NN cord-303137-g2pe3ad8 114 8 of of IN cord-303137-g2pe3ad8 114 9 technology technology NN cord-303137-g2pe3ad8 114 10 to to TO cord-303137-g2pe3ad8 114 11 manage manage VB cord-303137-g2pe3ad8 114 12 the the DT cord-303137-g2pe3ad8 114 13 risks risk NNS cord-303137-g2pe3ad8 114 14 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 114 15 presents present NNS cord-303137-g2pe3ad8 114 16 to to IN cord-303137-g2pe3ad8 114 17 society society NN cord-303137-g2pe3ad8 114 18 . . . cord-303137-g2pe3ad8 115 1 Technological technological JJ cord-303137-g2pe3ad8 115 2 applications application NNS cord-303137-g2pe3ad8 115 3 for for IN cord-303137-g2pe3ad8 115 4 the the DT cord-303137-g2pe3ad8 115 5 pandemic pandemic NN cord-303137-g2pe3ad8 115 6 offer offer VBP cord-303137-g2pe3ad8 115 7 a a DT cord-303137-g2pe3ad8 115 8 compelling compelling JJ cord-303137-g2pe3ad8 115 9 set set NN cord-303137-g2pe3ad8 115 10 of of IN cord-303137-g2pe3ad8 115 11 technical technical JJ cord-303137-g2pe3ad8 115 12 challenges challenge NNS cord-303137-g2pe3ad8 115 13 for for IN cord-303137-g2pe3ad8 115 14 engineers engineer NNS cord-303137-g2pe3ad8 115 15 and and CC cord-303137-g2pe3ad8 115 16 designers designer NNS cord-303137-g2pe3ad8 115 17 , , , cord-303137-g2pe3ad8 115 18 but but CC cord-303137-g2pe3ad8 115 19 not not RB cord-303137-g2pe3ad8 115 20 all all DT cord-303137-g2pe3ad8 115 21 technical technical JJ cord-303137-g2pe3ad8 115 22 challenges challenge NNS cord-303137-g2pe3ad8 115 23 present present JJ cord-303137-g2pe3ad8 115 24 opportunities opportunity NNS cord-303137-g2pe3ad8 115 25 to to TO cord-303137-g2pe3ad8 115 26 improve improve VB cord-303137-g2pe3ad8 115 27 outcomes outcome NNS cord-303137-g2pe3ad8 115 28 . . . cord-303137-g2pe3ad8 116 1 A a DT cord-303137-g2pe3ad8 116 2 deep deep JJ cord-303137-g2pe3ad8 116 3 learning learning NN cord-303137-g2pe3ad8 116 4 tool tool NN cord-303137-g2pe3ad8 116 5 for for IN cord-303137-g2pe3ad8 116 6 hypoxia hypoxia NN cord-303137-g2pe3ad8 116 7 detection detection NN cord-303137-g2pe3ad8 116 8 intended intend VBN cord-303137-g2pe3ad8 116 9 for for IN cord-303137-g2pe3ad8 116 10 use use NN cord-303137-g2pe3ad8 116 11 in in IN cord-303137-g2pe3ad8 116 12 emergency emergency NN cord-303137-g2pe3ad8 116 13 room room NN cord-303137-g2pe3ad8 116 14 triage triage NN cord-303137-g2pe3ad8 116 15 sounds sound VBZ cord-303137-g2pe3ad8 116 16 useful useful JJ cord-303137-g2pe3ad8 116 17 , , , cord-303137-g2pe3ad8 116 18 but but CC cord-303137-g2pe3ad8 116 19 given give VBN cord-303137-g2pe3ad8 116 20 the the DT cord-303137-g2pe3ad8 116 21 speed speed NN cord-303137-g2pe3ad8 116 22 at at IN cord-303137-g2pe3ad8 116 23 which which WDT cord-303137-g2pe3ad8 116 24 health health NN cord-303137-g2pe3ad8 116 25 professionals professional NNS cord-303137-g2pe3ad8 116 26 can can MD cord-303137-g2pe3ad8 116 27 visually visually RB cord-303137-g2pe3ad8 116 28 detect detect VB cord-303137-g2pe3ad8 116 29 hypoxia hypoxia NN cord-303137-g2pe3ad8 116 30 ( ( -LRB- cord-303137-g2pe3ad8 116 31 by by IN cord-303137-g2pe3ad8 116 32 noting note VBG cord-303137-g2pe3ad8 116 33 pallor pallor NN cord-303137-g2pe3ad8 116 34 of of IN cord-303137-g2pe3ad8 116 35 complexion complexion NN cord-303137-g2pe3ad8 116 36 or or CC cord-303137-g2pe3ad8 116 37 blue blue JJ cord-303137-g2pe3ad8 116 38 lips lip NNS cord-303137-g2pe3ad8 116 39 ) ) -RRB- cord-303137-g2pe3ad8 116 40 , , , cord-303137-g2pe3ad8 116 41 41 41 CD cord-303137-g2pe3ad8 116 42 such such PDT cord-303137-g2pe3ad8 116 43 a a DT cord-303137-g2pe3ad8 116 44 technological technological JJ cord-303137-g2pe3ad8 116 45 intervention intervention NN cord-303137-g2pe3ad8 116 46 is be VBZ cord-303137-g2pe3ad8 116 47 an an DT cord-303137-g2pe3ad8 116 48 additional additional JJ cord-303137-g2pe3ad8 116 49 step step NN cord-303137-g2pe3ad8 116 50 on on IN cord-303137-g2pe3ad8 116 51 top top NN cord-303137-g2pe3ad8 116 52 of of IN cord-303137-g2pe3ad8 116 53 what what WP cord-303137-g2pe3ad8 116 54 needs need VBZ cord-303137-g2pe3ad8 116 55 to to TO cord-303137-g2pe3ad8 116 56 happen happen VB cord-303137-g2pe3ad8 116 57 in in IN cord-303137-g2pe3ad8 116 58 triage triage NN cord-303137-g2pe3ad8 116 59 already already RB cord-303137-g2pe3ad8 116 60 , , , cord-303137-g2pe3ad8 116 61 not not RB cord-303137-g2pe3ad8 116 62 necessarily necessarily RB cord-303137-g2pe3ad8 116 63 a a DT cord-303137-g2pe3ad8 116 64 time time NN cord-303137-g2pe3ad8 116 65 - - HYPH cord-303137-g2pe3ad8 116 66 saving save VBG cord-303137-g2pe3ad8 116 67 tool tool NN cord-303137-g2pe3ad8 116 68 for for IN cord-303137-g2pe3ad8 116 69 busy busy JJ cord-303137-g2pe3ad8 116 70 hospital hospital NN cord-303137-g2pe3ad8 116 71 workers worker NNS cord-303137-g2pe3ad8 116 72 . . . cord-303137-g2pe3ad8 117 1 Recent recent JJ cord-303137-g2pe3ad8 117 2 research research NN cord-303137-g2pe3ad8 117 3 demonstrates demonstrate VBZ cord-303137-g2pe3ad8 117 4 the the DT cord-303137-g2pe3ad8 117 5 importance importance NN cord-303137-g2pe3ad8 117 6 of of IN cord-303137-g2pe3ad8 117 7 recognizing recognize VBG cord-303137-g2pe3ad8 117 8 the the DT cord-303137-g2pe3ad8 117 9 additional additional JJ cord-303137-g2pe3ad8 117 10 work work NN cord-303137-g2pe3ad8 117 11 integrating integrate VBG cord-303137-g2pe3ad8 117 12 new new JJ cord-303137-g2pe3ad8 117 13 tools tool NNS cord-303137-g2pe3ad8 117 14 into into IN cord-303137-g2pe3ad8 117 15 the the DT cord-303137-g2pe3ad8 117 16 existing exist VBG cord-303137-g2pe3ad8 117 17 practices practice NNS cord-303137-g2pe3ad8 117 18 of of IN cord-303137-g2pe3ad8 117 19 workplaces workplace NNS cord-303137-g2pe3ad8 117 20 they -PRON- PRP cord-303137-g2pe3ad8 117 21 are be VBP cord-303137-g2pe3ad8 117 22 intended intend VBN cord-303137-g2pe3ad8 117 23 for for IN cord-303137-g2pe3ad8 117 24 requires require NNS cord-303137-g2pe3ad8 117 25 from from IN cord-303137-g2pe3ad8 117 26 all all PDT cord-303137-g2pe3ad8 117 27 those those DT cord-303137-g2pe3ad8 117 28 who who WP cord-303137-g2pe3ad8 117 29 interact interact VBP cord-303137-g2pe3ad8 117 30 with with IN cord-303137-g2pe3ad8 117 31 them -PRON- PRP cord-303137-g2pe3ad8 117 32 . . . cord-303137-g2pe3ad8 118 1 67 67 CD cord-303137-g2pe3ad8 119 1 Given give VBN cord-303137-g2pe3ad8 119 2 the the DT cord-303137-g2pe3ad8 119 3 enthusiasm enthusiasm NN cord-303137-g2pe3ad8 119 4 for for IN cord-303137-g2pe3ad8 119 5 using use VBG cord-303137-g2pe3ad8 119 6 COVID COVID NNP cord-303137-g2pe3ad8 119 7 to to TO cord-303137-g2pe3ad8 119 8 accelerate accelerate VB cord-303137-g2pe3ad8 119 9 the the DT cord-303137-g2pe3ad8 119 10 adoption adoption NN cord-303137-g2pe3ad8 119 11 of of IN cord-303137-g2pe3ad8 119 12 artificial artificial JJ cord-303137-g2pe3ad8 119 13 intelligence intelligence NN cord-303137-g2pe3ad8 119 14 ( ( -LRB- cord-303137-g2pe3ad8 119 15 AI AI NNP cord-303137-g2pe3ad8 119 16 ) ) -RRB- cord-303137-g2pe3ad8 119 17 in in IN cord-303137-g2pe3ad8 119 18 healthcare healthcare NN cord-303137-g2pe3ad8 119 19 settings setting NNS cord-303137-g2pe3ad8 119 20 , , , cord-303137-g2pe3ad8 119 21 47 47 CD cord-303137-g2pe3ad8 119 22 it -PRON- PRP cord-303137-g2pe3ad8 119 23 is be VBZ cord-303137-g2pe3ad8 119 24 reasonable reasonable JJ cord-303137-g2pe3ad8 119 25 to to TO cord-303137-g2pe3ad8 119 26 ask ask VB cord-303137-g2pe3ad8 119 27 whether whether IN cord-303137-g2pe3ad8 119 28 solving solve VBG cord-303137-g2pe3ad8 119 29 relatively relatively RB cord-303137-g2pe3ad8 119 30 simple simple JJ cord-303137-g2pe3ad8 119 31 diagnostic diagnostic NN cord-303137-g2pe3ad8 119 32 ( ( -LRB- cord-303137-g2pe3ad8 119 33 but but CC cord-303137-g2pe3ad8 119 34 scientifically scientifically RB cord-303137-g2pe3ad8 119 35 interesting interesting JJ cord-303137-g2pe3ad8 119 36 ) ) -RRB- cord-303137-g2pe3ad8 119 37 tasks task NNS cord-303137-g2pe3ad8 119 38 is be VBZ cord-303137-g2pe3ad8 119 39 really really RB cord-303137-g2pe3ad8 119 40 as as RB cord-303137-g2pe3ad8 119 41 useful useful JJ cord-303137-g2pe3ad8 119 42 as as IN cord-303137-g2pe3ad8 119 43 predicting predict VBG cord-303137-g2pe3ad8 119 44 and and CC cord-303137-g2pe3ad8 119 45 managing manage VBG cord-303137-g2pe3ad8 119 46 resources resource NNS cord-303137-g2pe3ad8 119 47 that that WDT cord-303137-g2pe3ad8 119 48 vulnerable vulnerable JJ cord-303137-g2pe3ad8 119 49 human human JJ cord-303137-g2pe3ad8 119 50 caretakers caretaker NNS cord-303137-g2pe3ad8 119 51 truly truly RB cord-303137-g2pe3ad8 119 52 need need VBP cord-303137-g2pe3ad8 119 53 , , , cord-303137-g2pe3ad8 119 54 such such JJ cord-303137-g2pe3ad8 119 55 as as IN cord-303137-g2pe3ad8 119 56 adequate adequate JJ cord-303137-g2pe3ad8 119 57 personal personal JJ cord-303137-g2pe3ad8 119 58 protective protective JJ cord-303137-g2pe3ad8 119 59 equipment equipment NN cord-303137-g2pe3ad8 119 60 . . . cord-303137-g2pe3ad8 120 1 68 68 CD cord-303137-g2pe3ad8 121 1 Perhaps perhaps RB cord-303137-g2pe3ad8 121 2 diagnostic diagnostic JJ cord-303137-g2pe3ad8 121 3 applications application NNS cord-303137-g2pe3ad8 121 4 of of IN cord-303137-g2pe3ad8 121 5 AI AI NNP cord-303137-g2pe3ad8 121 6 receive receive VBP cord-303137-g2pe3ad8 121 7 so so RB cord-303137-g2pe3ad8 121 8 much much JJ cord-303137-g2pe3ad8 121 9 attention attention NN cord-303137-g2pe3ad8 121 10 because because IN cord-303137-g2pe3ad8 121 11 diagnosing diagnose VBG cord-303137-g2pe3ad8 121 12 is be VBZ cord-303137-g2pe3ad8 121 13 a a DT cord-303137-g2pe3ad8 121 14 type type NN cord-303137-g2pe3ad8 121 15 of of IN cord-303137-g2pe3ad8 121 16 activity activity NN cord-303137-g2pe3ad8 121 17 that that WDT cord-303137-g2pe3ad8 121 18 powerful powerful JJ cord-303137-g2pe3ad8 121 19 and and CC cord-303137-g2pe3ad8 121 20 economically economically RB cord-303137-g2pe3ad8 121 21 valued value VBN cord-303137-g2pe3ad8 121 22 physicians physician NNS cord-303137-g2pe3ad8 121 23 do do VBP cord-303137-g2pe3ad8 121 24 , , , cord-303137-g2pe3ad8 121 25 whereas whereas IN cord-303137-g2pe3ad8 121 26 supply supply NN cord-303137-g2pe3ad8 121 27 chain chain NN cord-303137-g2pe3ad8 121 28 management management NN cord-303137-g2pe3ad8 121 29 that that WDT cord-303137-g2pe3ad8 121 30 keeps keep VBZ cord-303137-g2pe3ad8 121 31 the the DT cord-303137-g2pe3ad8 121 32 nurses nurse NNS cord-303137-g2pe3ad8 121 33 , , , cord-303137-g2pe3ad8 121 34 janitors janitor NNS cord-303137-g2pe3ad8 121 35 , , , cord-303137-g2pe3ad8 121 36 and and CC cord-303137-g2pe3ad8 121 37 technicians technician NNS cord-303137-g2pe3ad8 121 38 - - : cord-303137-g2pe3ad8 121 39 who who WP cord-303137-g2pe3ad8 121 40 have have VBP cord-303137-g2pe3ad8 121 41 far far RB cord-303137-g2pe3ad8 121 42 more more JJR cord-303137-g2pe3ad8 121 43 contact contact NN cord-303137-g2pe3ad8 121 44 with with IN cord-303137-g2pe3ad8 121 45 patients patient NNS cord-303137-g2pe3ad8 121 46 than than IN cord-303137-g2pe3ad8 121 47 physicians physician NNS cord-303137-g2pe3ad8 121 48 - - : cord-303137-g2pe3ad8 121 49 safe safe JJ cord-303137-g2pe3ad8 121 50 is be VBZ cord-303137-g2pe3ad8 121 51 mundane mundane JJ cord-303137-g2pe3ad8 121 52 and and CC cord-303137-g2pe3ad8 121 53 less less RBR cord-303137-g2pe3ad8 121 54 economically economically RB cord-303137-g2pe3ad8 121 55 valued value VBN cord-303137-g2pe3ad8 121 56 . . . cord-303137-g2pe3ad8 122 1 There there EX cord-303137-g2pe3ad8 122 2 is be VBZ cord-303137-g2pe3ad8 122 3 less less JJR cord-303137-g2pe3ad8 122 4 money money NN cord-303137-g2pe3ad8 122 5 to to TO cord-303137-g2pe3ad8 122 6 be be VB cord-303137-g2pe3ad8 122 7 had have VBN cord-303137-g2pe3ad8 122 8 in in IN cord-303137-g2pe3ad8 122 9 keeping keep VBG cord-303137-g2pe3ad8 122 10 nurses nurse NNS cord-303137-g2pe3ad8 122 11 alive alive JJ cord-303137-g2pe3ad8 122 12 than than IN cord-303137-g2pe3ad8 122 13 in in IN cord-303137-g2pe3ad8 122 14 displacing displace VBG cord-303137-g2pe3ad8 122 15 physician physician NN cord-303137-g2pe3ad8 122 16 labor labor NN cord-303137-g2pe3ad8 122 17 , , , cord-303137-g2pe3ad8 122 18 for for IN cord-303137-g2pe3ad8 122 19 no no DT cord-303137-g2pe3ad8 122 20 reason reason NN cord-303137-g2pe3ad8 122 21 other other JJ cord-303137-g2pe3ad8 122 22 than than IN cord-303137-g2pe3ad8 122 23 how how WRB cord-303137-g2pe3ad8 122 24 risk risk NN cord-303137-g2pe3ad8 122 25 has have VBZ cord-303137-g2pe3ad8 122 26 been be VBN cord-303137-g2pe3ad8 122 27 financialized financialize VBN cord-303137-g2pe3ad8 122 28 and and CC cord-303137-g2pe3ad8 122 29 distributed distribute VBN cord-303137-g2pe3ad8 122 30 . . . cord-303137-g2pe3ad8 123 1 Technologists technologist NNS cord-303137-g2pe3ad8 123 2 should should MD cord-303137-g2pe3ad8 123 3 ask ask VB cord-303137-g2pe3ad8 123 4 themselves -PRON- PRP cord-303137-g2pe3ad8 123 5 : : : cord-303137-g2pe3ad8 123 6 if if IN cord-303137-g2pe3ad8 123 7 an an DT cord-303137-g2pe3ad8 123 8 automated automated JJ cord-303137-g2pe3ad8 123 9 tool tool NN cord-303137-g2pe3ad8 123 10 for for IN cord-303137-g2pe3ad8 123 11 tracking track VBG cord-303137-g2pe3ad8 123 12 and and CC cord-303137-g2pe3ad8 123 13 treating treat VBG cord-303137-g2pe3ad8 123 14 a a DT cord-303137-g2pe3ad8 123 15 pandemic pandemic NN cord-303137-g2pe3ad8 123 16 is be VBZ cord-303137-g2pe3ad8 123 17 not not RB cord-303137-g2pe3ad8 123 18 useful useful JJ cord-303137-g2pe3ad8 123 19 ll will MD cord-303137-g2pe3ad8 123 20 OPEN open VB cord-303137-g2pe3ad8 123 21 ACCESS access NN cord-303137-g2pe3ad8 123 22 for for IN cord-303137-g2pe3ad8 123 23 the the DT cord-303137-g2pe3ad8 123 24 most most RBS cord-303137-g2pe3ad8 123 25 vulnerable vulnerable JJ cord-303137-g2pe3ad8 123 26 , , , cord-303137-g2pe3ad8 123 27 then then RB cord-303137-g2pe3ad8 123 28 in in IN cord-303137-g2pe3ad8 123 29 what what WDT cord-303137-g2pe3ad8 123 30 sense sense NN cord-303137-g2pe3ad8 123 31 is be VBZ cord-303137-g2pe3ad8 123 32 it -PRON- PRP cord-303137-g2pe3ad8 123 33 useful useful JJ cord-303137-g2pe3ad8 123 34 enough enough RB cord-303137-g2pe3ad8 123 35 to to TO cord-303137-g2pe3ad8 123 36 merit merit VB cord-303137-g2pe3ad8 123 37 investment investment NN cord-303137-g2pe3ad8 123 38 and and CC cord-303137-g2pe3ad8 123 39 justify justify VB cord-303137-g2pe3ad8 123 40 the the DT cord-303137-g2pe3ad8 123 41 effort effort NN cord-303137-g2pe3ad8 123 42 of of IN cord-303137-g2pe3ad8 123 43 integrating integrate VBG cord-303137-g2pe3ad8 123 44 it -PRON- PRP cord-303137-g2pe3ad8 123 45 into into IN cord-303137-g2pe3ad8 123 46 existing exist VBG cord-303137-g2pe3ad8 123 47 practices practice NNS cord-303137-g2pe3ad8 123 48 ? ? . cord-303137-g2pe3ad8 124 1 67 67 CD cord-303137-g2pe3ad8 124 2 Upsides upside NNS cord-303137-g2pe3ad8 124 3 and and CC cord-303137-g2pe3ad8 124 4 Downsides Downsides NNPS cord-303137-g2pe3ad8 124 5 Inside inside IN cord-303137-g2pe3ad8 124 6 product product NN cord-303137-g2pe3ad8 124 7 and and CC cord-303137-g2pe3ad8 124 8 legal legal JJ cord-303137-g2pe3ad8 124 9 teams team NNS cord-303137-g2pe3ad8 124 10 at at IN cord-303137-g2pe3ad8 124 11 tech tech NN cord-303137-g2pe3ad8 124 12 companies company NNS cord-303137-g2pe3ad8 124 13 , , , cord-303137-g2pe3ad8 124 14 it -PRON- PRP cord-303137-g2pe3ad8 124 15 has have VBZ cord-303137-g2pe3ad8 124 16 often often RB cord-303137-g2pe3ad8 124 17 been be VBN cord-303137-g2pe3ad8 124 18 easier easy JJR cord-303137-g2pe3ad8 124 19 to to TO cord-303137-g2pe3ad8 124 20 argue argue VB cord-303137-g2pe3ad8 124 21 for for IN cord-303137-g2pe3ad8 124 22 limiting limit VBG cord-303137-g2pe3ad8 124 23 the the DT cord-303137-g2pe3ad8 124 24 risk risk NN cord-303137-g2pe3ad8 124 25 of of IN cord-303137-g2pe3ad8 124 26 a a DT cord-303137-g2pe3ad8 124 27 product product NN cord-303137-g2pe3ad8 124 28 that that WDT cord-303137-g2pe3ad8 124 29 might may MD cord-303137-g2pe3ad8 124 30 harm harm VB cord-303137-g2pe3ad8 124 31 users user NNS cord-303137-g2pe3ad8 124 32 than than IN cord-303137-g2pe3ad8 124 33 it -PRON- PRP cord-303137-g2pe3ad8 124 34 is be VBZ cord-303137-g2pe3ad8 124 35 to to TO cord-303137-g2pe3ad8 124 36 argue argue VB cord-303137-g2pe3ad8 124 37 for for IN cord-303137-g2pe3ad8 124 38 changes change NNS cord-303137-g2pe3ad8 124 39 to to IN cord-303137-g2pe3ad8 124 40 a a DT cord-303137-g2pe3ad8 124 41 product product NN cord-303137-g2pe3ad8 124 42 that that WDT cord-303137-g2pe3ad8 124 43 benefit benefit VBP cord-303137-g2pe3ad8 124 44 users user NNS cord-303137-g2pe3ad8 124 45 . . . cord-303137-g2pe3ad8 125 1 This this DT cord-303137-g2pe3ad8 125 2 is be VBZ cord-303137-g2pe3ad8 125 3 particularly particularly RB cord-303137-g2pe3ad8 125 4 true true JJ cord-303137-g2pe3ad8 125 5 if if IN cord-303137-g2pe3ad8 125 6 those those DT cord-303137-g2pe3ad8 125 7 positive positive JJ cord-303137-g2pe3ad8 125 8 outcomes outcome NNS cord-303137-g2pe3ad8 125 9 for for IN cord-303137-g2pe3ad8 125 10 users user NNS cord-303137-g2pe3ad8 125 11 or or CC cord-303137-g2pe3ad8 125 12 society society NN cord-303137-g2pe3ad8 125 13 can can MD cord-303137-g2pe3ad8 125 14 not not RB cord-303137-g2pe3ad8 125 15 be be VB cord-303137-g2pe3ad8 125 16 straightforwardly straightforwardly RB cord-303137-g2pe3ad8 125 17 accounted account VBN cord-303137-g2pe3ad8 125 18 for for IN cord-303137-g2pe3ad8 125 19 in in IN cord-303137-g2pe3ad8 125 20 the the DT cord-303137-g2pe3ad8 125 21 company company NN cord-303137-g2pe3ad8 125 22 's 's POS cord-303137-g2pe3ad8 125 23 bottom bottom JJ cord-303137-g2pe3ad8 125 24 line line NN cord-303137-g2pe3ad8 125 25 . . . cord-303137-g2pe3ad8 126 1 This this DT cord-303137-g2pe3ad8 126 2 is be VBZ cord-303137-g2pe3ad8 126 3 at at IN cord-303137-g2pe3ad8 126 4 least least JJS cord-303137-g2pe3ad8 126 5 in in IN cord-303137-g2pe3ad8 126 6 part part NN cord-303137-g2pe3ad8 126 7 because because IN cord-303137-g2pe3ad8 126 8 limiting limit VBG cord-303137-g2pe3ad8 126 9 the the DT cord-303137-g2pe3ad8 126 10 riskier risky JJR cord-303137-g2pe3ad8 126 11 aspects aspect NNS cord-303137-g2pe3ad8 126 12 of of IN cord-303137-g2pe3ad8 126 13 a a DT cord-303137-g2pe3ad8 126 14 product product NN cord-303137-g2pe3ad8 126 15 aligns align VBZ cord-303137-g2pe3ad8 126 16 with with IN cord-303137-g2pe3ad8 126 17 mechanisms mechanism NNS cord-303137-g2pe3ad8 126 18 companies company NNS cord-303137-g2pe3ad8 126 19 already already RB cord-303137-g2pe3ad8 126 20 have have VBP cord-303137-g2pe3ad8 126 21 to to TO cord-303137-g2pe3ad8 126 22 limit limit VB cord-303137-g2pe3ad8 126 23 their -PRON- PRP$ cord-303137-g2pe3ad8 126 24 liabilities liability NNS cord-303137-g2pe3ad8 126 25 . . . cord-303137-g2pe3ad8 127 1 Conversely conversely RB cord-303137-g2pe3ad8 127 2 , , , cord-303137-g2pe3ad8 127 3 additional additional JJ cord-303137-g2pe3ad8 127 4 investment investment NN cord-303137-g2pe3ad8 127 5 in in IN cord-303137-g2pe3ad8 127 6 a a DT cord-303137-g2pe3ad8 127 7 product product NN cord-303137-g2pe3ad8 127 8 ' ' '' cord-303137-g2pe3ad8 127 9 ' ' '' cord-303137-g2pe3ad8 127 10 merely merely RB cord-303137-g2pe3ad8 127 11 ' ' '' cord-303137-g2pe3ad8 127 12 ' ' '' cord-303137-g2pe3ad8 127 13 to to TO cord-303137-g2pe3ad8 127 14 generate generate VB cord-303137-g2pe3ad8 127 15 a a DT cord-303137-g2pe3ad8 127 16 social social JJ cord-303137-g2pe3ad8 127 17 good good NN cord-303137-g2pe3ad8 127 18 is be VBZ cord-303137-g2pe3ad8 127 19 seen see VBN cord-303137-g2pe3ad8 127 20 as as IN cord-303137-g2pe3ad8 127 21 reducing reduce VBG cord-303137-g2pe3ad8 127 22 the the DT cord-303137-g2pe3ad8 127 23 return return NN cord-303137-g2pe3ad8 127 24 on on IN cord-303137-g2pe3ad8 127 25 investment investment NN cord-303137-g2pe3ad8 127 26 because because IN cord-303137-g2pe3ad8 127 27 it -PRON- PRP cord-303137-g2pe3ad8 127 28 raises raise VBZ cord-303137-g2pe3ad8 127 29 the the DT cord-303137-g2pe3ad8 127 30 cost cost NN cord-303137-g2pe3ad8 127 31 of of IN cord-303137-g2pe3ad8 127 32 investment investment NN cord-303137-g2pe3ad8 127 33 without without IN cord-303137-g2pe3ad8 127 34 raising raise VBG cord-303137-g2pe3ad8 127 35 the the DT cord-303137-g2pe3ad8 127 36 financial financial JJ cord-303137-g2pe3ad8 127 37 return return NN cord-303137-g2pe3ad8 127 38 in in IN cord-303137-g2pe3ad8 127 39 a a DT cord-303137-g2pe3ad8 127 40 manner manner NN cord-303137-g2pe3ad8 127 41 that that WDT cord-303137-g2pe3ad8 127 42 can can MD cord-303137-g2pe3ad8 127 43 be be VB cord-303137-g2pe3ad8 127 44 booked book VBN cord-303137-g2pe3ad8 127 45 . . . cord-303137-g2pe3ad8 128 1 Amid amid IN cord-303137-g2pe3ad8 128 2 the the DT cord-303137-g2pe3ad8 128 3 current current JJ cord-303137-g2pe3ad8 128 4 pandemic pandemic NN cord-303137-g2pe3ad8 128 5 , , , cord-303137-g2pe3ad8 128 6 however however RB cord-303137-g2pe3ad8 128 7 , , , cord-303137-g2pe3ad8 128 8 this this DT cord-303137-g2pe3ad8 128 9 tendency tendency NN cord-303137-g2pe3ad8 128 10 is be VBZ cord-303137-g2pe3ad8 128 11 inverted invert VBN cord-303137-g2pe3ad8 128 12 , , , cord-303137-g2pe3ad8 128 13 and and CC cord-303137-g2pe3ad8 128 14 within within IN cord-303137-g2pe3ad8 128 15 the the DT cord-303137-g2pe3ad8 128 16 closed closed JJ cord-303137-g2pe3ad8 128 17 loop loop NN cord-303137-g2pe3ad8 128 18 of of IN cord-303137-g2pe3ad8 128 19 technology technology NN cord-303137-g2pe3ad8 128 20 vendors vendor NNS cord-303137-g2pe3ad8 128 21 and and CC cord-303137-g2pe3ad8 128 22 enterprise enterprise NN cord-303137-g2pe3ad8 128 23 clients client NNS cord-303137-g2pe3ad8 128 24 , , , cord-303137-g2pe3ad8 128 25 it -PRON- PRP cord-303137-g2pe3ad8 128 26 may may MD cord-303137-g2pe3ad8 128 27 appear appear VB cord-303137-g2pe3ad8 128 28 there there EX cord-303137-g2pe3ad8 128 29 is be VBZ cord-303137-g2pe3ad8 128 30 only only RB cord-303137-g2pe3ad8 128 31 upside upside RB cord-303137-g2pe3ad8 128 32 to to IN cord-303137-g2pe3ad8 128 33 adapting adapt VBG cord-303137-g2pe3ad8 128 34 the the DT cord-303137-g2pe3ad8 128 35 ad ad NN cord-303137-g2pe3ad8 128 36 - - HYPH cord-303137-g2pe3ad8 128 37 serving serve VBG cord-303137-g2pe3ad8 128 38 and and CC cord-303137-g2pe3ad8 128 39 data data NN cord-303137-g2pe3ad8 128 40 brokerage brokerage NN cord-303137-g2pe3ad8 128 41 surveillance surveillance NN cord-303137-g2pe3ad8 128 42 apparatus apparatus NN cord-303137-g2pe3ad8 128 43 to to IN cord-303137-g2pe3ad8 128 44 the the DT cord-303137-g2pe3ad8 128 45 purpose purpose NN cord-303137-g2pe3ad8 128 46 of of IN cord-303137-g2pe3ad8 128 47 contract contract NN cord-303137-g2pe3ad8 128 48 tracing tracing NN cord-303137-g2pe3ad8 128 49 or or CC cord-303137-g2pe3ad8 128 50 epidemiological epidemiological JJ cord-303137-g2pe3ad8 128 51 modeling modeling NN cord-303137-g2pe3ad8 128 52 . . . cord-303137-g2pe3ad8 129 1 However however RB cord-303137-g2pe3ad8 129 2 , , , cord-303137-g2pe3ad8 129 3 this this DT cord-303137-g2pe3ad8 129 4 upside upside NN cord-303137-g2pe3ad8 129 5 comes come VBZ cord-303137-g2pe3ad8 129 6 with with IN cord-303137-g2pe3ad8 129 7 significant significant JJ cord-303137-g2pe3ad8 129 8 downside downside JJ cord-303137-g2pe3ad8 129 9 risks risk NNS cord-303137-g2pe3ad8 129 10 that that WDT cord-303137-g2pe3ad8 129 11 COVID-19 covid-19 VBP cord-303137-g2pe3ad8 129 12 tracking tracking NN cord-303137-g2pe3ad8 129 13 systems system NNS cord-303137-g2pe3ad8 129 14 might may MD cord-303137-g2pe3ad8 129 15 pose pose VB cord-303137-g2pe3ad8 129 16 to to IN cord-303137-g2pe3ad8 129 17 individuals individual NNS cord-303137-g2pe3ad8 129 18 and and CC cord-303137-g2pe3ad8 129 19 groups group NNS cord-303137-g2pe3ad8 129 20 outside outside IN cord-303137-g2pe3ad8 129 21 that that DT cord-303137-g2pe3ad8 129 22 closed closed JJ cord-303137-g2pe3ad8 129 23 loop loop NN cord-303137-g2pe3ad8 129 24 in in IN cord-303137-g2pe3ad8 129 25 the the DT cord-303137-g2pe3ad8 129 26 near near JJ cord-303137-g2pe3ad8 129 27 and and CC cord-303137-g2pe3ad8 129 28 distant distant JJ cord-303137-g2pe3ad8 129 29 future future NN cord-303137-g2pe3ad8 129 30 . . . cord-303137-g2pe3ad8 130 1 69 69 CD cord-303137-g2pe3ad8 131 1 These these DT cord-303137-g2pe3ad8 131 2 risks risk NNS cord-303137-g2pe3ad8 131 3 are be VBP cord-303137-g2pe3ad8 131 4 often often RB cord-303137-g2pe3ad8 131 5 framed frame VBN cord-303137-g2pe3ad8 131 6 as as IN cord-303137-g2pe3ad8 131 7 threatening threaten VBG cord-303137-g2pe3ad8 131 8 privacy privacy NN cord-303137-g2pe3ad8 131 9 , , , cord-303137-g2pe3ad8 131 10 and and CC cord-303137-g2pe3ad8 131 11 there there EX cord-303137-g2pe3ad8 131 12 are be VBP cord-303137-g2pe3ad8 131 13 various various JJ cord-303137-g2pe3ad8 131 14 technical technical JJ cord-303137-g2pe3ad8 131 15 methods method NNS cord-303137-g2pe3ad8 131 16 for for IN cord-303137-g2pe3ad8 131 17 limiting limit VBG cord-303137-g2pe3ad8 131 18 such such JJ cord-303137-g2pe3ad8 131 19 risks risk NNS cord-303137-g2pe3ad8 131 20 for for IN cord-303137-g2pe3ad8 131 21 individuals individual NNS cord-303137-g2pe3ad8 131 22 , , , cord-303137-g2pe3ad8 131 23 including include VBG cord-303137-g2pe3ad8 131 24 differential differential JJ cord-303137-g2pe3ad8 131 25 privacy privacy NN cord-303137-g2pe3ad8 131 26 , , , cord-303137-g2pe3ad8 131 27 encrypted encrypt VBN cord-303137-g2pe3ad8 131 28 computation computation NN cord-303137-g2pe3ad8 131 29 , , , cord-303137-g2pe3ad8 131 30 and and CC cord-303137-g2pe3ad8 131 31 decentralized decentralized JJ cord-303137-g2pe3ad8 131 32 computation computation NN cord-303137-g2pe3ad8 131 33 ( ( -LRB- cord-303137-g2pe3ad8 131 34 particularly particularly RB cord-303137-g2pe3ad8 131 35 for for IN cord-303137-g2pe3ad8 131 36 contact contact NN cord-303137-g2pe3ad8 131 37 tracing tracing NN cord-303137-g2pe3ad8 131 38 and and CC cord-303137-g2pe3ad8 131 39 other other JJ cord-303137-g2pe3ad8 131 40 diagnostic diagnostic JJ cord-303137-g2pe3ad8 131 41 applications application NNS cord-303137-g2pe3ad8 131 42 ) ) -RRB- cord-303137-g2pe3ad8 131 43 . . . cord-303137-g2pe3ad8 132 1 Yet yet CC cord-303137-g2pe3ad8 132 2 such such JJ cord-303137-g2pe3ad8 132 3 technical technical JJ cord-303137-g2pe3ad8 132 4 methods method NNS cord-303137-g2pe3ad8 132 5 have have VBP cord-303137-g2pe3ad8 132 6 trade trade NN cord-303137-g2pe3ad8 132 7 - - HYPH cord-303137-g2pe3ad8 132 8 offs off NNS cord-303137-g2pe3ad8 132 9 in in IN cord-303137-g2pe3ad8 132 10 terms term NNS cord-303137-g2pe3ad8 132 11 of of IN cord-303137-g2pe3ad8 132 12 accuracy accuracy NN cord-303137-g2pe3ad8 132 13 and and CC cord-303137-g2pe3ad8 132 14 time time NN cord-303137-g2pe3ad8 132 15 - - HYPH cord-303137-g2pe3ad8 132 16 to to IN cord-303137-g2pe3ad8 132 17 - - HYPH cord-303137-g2pe3ad8 132 18 market market NN cord-303137-g2pe3ad8 132 19 - - : cord-303137-g2pe3ad8 132 20 a a DT cord-303137-g2pe3ad8 132 21 not not RB cord-303137-g2pe3ad8 132 22 insignificant insignificant JJ cord-303137-g2pe3ad8 132 23 issue issue NN cord-303137-g2pe3ad8 132 24 given give VBN cord-303137-g2pe3ad8 132 25 the the DT cord-303137-g2pe3ad8 132 26 urgent urgent JJ cord-303137-g2pe3ad8 132 27 demand demand NN cord-303137-g2pe3ad8 132 28 and and CC cord-303137-g2pe3ad8 132 29 short short JJ cord-303137-g2pe3ad8 132 30 contracting contracting NN cord-303137-g2pe3ad8 132 31 windows window NNS cord-303137-g2pe3ad8 132 32 for for IN cord-303137-g2pe3ad8 132 33 such such JJ cord-303137-g2pe3ad8 132 34 systems system NNS cord-303137-g2pe3ad8 132 35 . . . cord-303137-g2pe3ad8 133 1 But but CC cord-303137-g2pe3ad8 133 2 ' ' `` cord-303137-g2pe3ad8 133 3 ' ' `` cord-303137-g2pe3ad8 133 4 privacy privacy NN cord-303137-g2pe3ad8 133 5 ' ' '' cord-303137-g2pe3ad8 133 6 ' ' '' cord-303137-g2pe3ad8 133 7 is be VBZ cord-303137-g2pe3ad8 133 8 an an DT cord-303137-g2pe3ad8 133 9 inadequate inadequate JJ cord-303137-g2pe3ad8 133 10 frame frame NN cord-303137-g2pe3ad8 133 11 for for IN cord-303137-g2pe3ad8 133 12 these these DT cord-303137-g2pe3ad8 133 13 risks risk NNS cord-303137-g2pe3ad8 133 14 , , , cord-303137-g2pe3ad8 133 15 because because IN cord-303137-g2pe3ad8 133 16 it -PRON- PRP cord-303137-g2pe3ad8 133 17 individualizes individualizes RB cord-303137-g2pe3ad8 133 18 responsibility responsibility NN cord-303137-g2pe3ad8 133 19 to to TO cord-303137-g2pe3ad8 133 20 manage manage VB cord-303137-g2pe3ad8 133 21 one one PRP cord-303137-g2pe3ad8 133 22 's 's POS cord-303137-g2pe3ad8 133 23 own own JJ cord-303137-g2pe3ad8 133 24 data datum NNS cord-303137-g2pe3ad8 133 25 without without IN cord-303137-g2pe3ad8 133 26 attending attend VBG cord-303137-g2pe3ad8 133 27 to to IN cord-303137-g2pe3ad8 133 28 how how WRB cord-303137-g2pe3ad8 133 29 these these DT cord-303137-g2pe3ad8 133 30 risks risk NNS cord-303137-g2pe3ad8 133 31 are be VBP cord-303137-g2pe3ad8 133 32 produced produce VBN cord-303137-g2pe3ad8 133 33 through through IN cord-303137-g2pe3ad8 133 34 the the DT cord-303137-g2pe3ad8 133 35 design design NN cord-303137-g2pe3ad8 133 36 of of IN cord-303137-g2pe3ad8 133 37 technical technical JJ cord-303137-g2pe3ad8 133 38 systems system NNS cord-303137-g2pe3ad8 133 39 and and CC cord-303137-g2pe3ad8 133 40 their -PRON- PRP$ cord-303137-g2pe3ad8 133 41 integration integration NN cord-303137-g2pe3ad8 133 42 into into IN cord-303137-g2pe3ad8 133 43 society society NN cord-303137-g2pe3ad8 133 44 . . . cord-303137-g2pe3ad8 134 1 Furthermore furthermore RB cord-303137-g2pe3ad8 134 2 , , , cord-303137-g2pe3ad8 134 3 privacy privacy NN cord-303137-g2pe3ad8 134 4 unburdens unburden VBD cord-303137-g2pe3ad8 134 5 the the DT cord-303137-g2pe3ad8 134 6 legal legal JJ cord-303137-g2pe3ad8 134 7 system system NN cord-303137-g2pe3ad8 134 8 from from IN cord-303137-g2pe3ad8 134 9 adequately adequately RB cord-303137-g2pe3ad8 134 10 protecting protect VBG cord-303137-g2pe3ad8 134 11 the the DT cord-303137-g2pe3ad8 134 12 rights right NNS cord-303137-g2pe3ad8 134 13 of of IN cord-303137-g2pe3ad8 134 14 those those DT cord-303137-g2pe3ad8 134 15 who who WP cord-303137-g2pe3ad8 134 16 might may MD cord-303137-g2pe3ad8 134 17 be be VB cord-303137-g2pe3ad8 134 18 harmed harm VBN cord-303137-g2pe3ad8 134 19 by by IN cord-303137-g2pe3ad8 134 20 the the DT cord-303137-g2pe3ad8 134 21 systematic systematic JJ cord-303137-g2pe3ad8 134 22 misuse misuse NN cord-303137-g2pe3ad8 134 23 of of IN cord-303137-g2pe3ad8 134 24 personal personal JJ cord-303137-g2pe3ad8 134 25 data datum NNS cord-303137-g2pe3ad8 134 26 , , , cord-303137-g2pe3ad8 134 27 and and CC cord-303137-g2pe3ad8 134 28 forestalls forestall VBZ cord-303137-g2pe3ad8 134 29 any any DT cord-303137-g2pe3ad8 134 30 possibility possibility NN cord-303137-g2pe3ad8 134 31 of of IN cord-303137-g2pe3ad8 134 32 ' ' `` cord-303137-g2pe3ad8 134 33 ' ' '' cord-303137-g2pe3ad8 134 34 collective collective JJ cord-303137-g2pe3ad8 134 35 determination determination NN cord-303137-g2pe3ad8 134 36 over over IN cord-303137-g2pe3ad8 134 37 the the DT cord-303137-g2pe3ad8 134 38 infrastructures infrastructure NNS cord-303137-g2pe3ad8 134 39 and and CC cord-303137-g2pe3ad8 134 40 institutions institution NNS cord-303137-g2pe3ad8 134 41 that that WDT cord-303137-g2pe3ad8 134 42 process process VBP cord-303137-g2pe3ad8 134 43 data datum NNS cord-303137-g2pe3ad8 134 44 and and CC cord-303137-g2pe3ad8 134 45 that that DT cord-303137-g2pe3ad8 134 46 determine determine VBP cord-303137-g2pe3ad8 134 47 how how WRB cord-303137-g2pe3ad8 134 48 it -PRON- PRP cord-303137-g2pe3ad8 134 49 will will MD cord-303137-g2pe3ad8 134 50 be be VB cord-303137-g2pe3ad8 134 51 used use VBN cord-303137-g2pe3ad8 134 52 . . . cord-303137-g2pe3ad8 134 53 ' ' '' cord-303137-g2pe3ad8 134 54 ' ' '' cord-303137-g2pe3ad8 134 55 70 70 CD cord-303137-g2pe3ad8 135 1 Having have VBG cord-303137-g2pe3ad8 135 2 a a DT cord-303137-g2pe3ad8 135 3 framework framework NN cord-303137-g2pe3ad8 135 4 in in IN cord-303137-g2pe3ad8 135 5 place place NN cord-303137-g2pe3ad8 135 6 to to TO cord-303137-g2pe3ad8 135 7 work work VB cord-303137-g2pe3ad8 135 8 through through IN cord-303137-g2pe3ad8 135 9 the the DT cord-303137-g2pe3ad8 135 10 internal internal JJ cord-303137-g2pe3ad8 135 11 and and CC cord-303137-g2pe3ad8 135 12 external external JJ cord-303137-g2pe3ad8 135 13 risks risk NNS cord-303137-g2pe3ad8 135 14 to to IN cord-303137-g2pe3ad8 135 15 the the DT cord-303137-g2pe3ad8 135 16 firm firm NN cord-303137-g2pe3ad8 135 17 , , , cord-303137-g2pe3ad8 135 18 and and CC cord-303137-g2pe3ad8 135 19 to to IN cord-303137-g2pe3ad8 135 20 society society NN cord-303137-g2pe3ad8 135 21 , , , cord-303137-g2pe3ad8 135 22 is be VBZ cord-303137-g2pe3ad8 135 23 crucial crucial JJ cord-303137-g2pe3ad8 135 24 for for IN cord-303137-g2pe3ad8 135 25 maximizing maximize VBG cord-303137-g2pe3ad8 135 26 the the DT cord-303137-g2pe3ad8 135 27 upside upside JJ cord-303137-g2pe3ad8 135 28 benefits benefit NNS cord-303137-g2pe3ad8 135 29 of of IN cord-303137-g2pe3ad8 135 30 any any DT cord-303137-g2pe3ad8 135 31 machine machine NN cord-303137-g2pe3ad8 135 32 learning learning NN cord-303137-g2pe3ad8 135 33 applications application NNS cord-303137-g2pe3ad8 135 34 . . . cord-303137-g2pe3ad8 136 1 To to TO cord-303137-g2pe3ad8 136 2 accomplish accomplish VB cord-303137-g2pe3ad8 136 3 these these DT cord-303137-g2pe3ad8 136 4 aims aim NNS cord-303137-g2pe3ad8 136 5 , , , cord-303137-g2pe3ad8 136 6 such such PDT cord-303137-g2pe3ad8 136 7 a a DT cord-303137-g2pe3ad8 136 8 framework framework NN cord-303137-g2pe3ad8 136 9 would would MD cord-303137-g2pe3ad8 136 10 need need VB cord-303137-g2pe3ad8 136 11 to to TO cord-303137-g2pe3ad8 136 12 be be VB cord-303137-g2pe3ad8 136 13 supported support VBN cord-303137-g2pe3ad8 136 14 by by IN cord-303137-g2pe3ad8 136 15 the the DT cord-303137-g2pe3ad8 136 16 necessary necessary JJ cord-303137-g2pe3ad8 136 17 resources resource NNS cord-303137-g2pe3ad8 136 18 to to TO cord-303137-g2pe3ad8 136 19 achieve achieve VB cord-303137-g2pe3ad8 136 20 the the DT cord-303137-g2pe3ad8 136 21 substantive substantive JJ cord-303137-g2pe3ad8 136 22 outcomes outcome NNS cord-303137-g2pe3ad8 136 23 that that WDT cord-303137-g2pe3ad8 136 24 are be VBP cord-303137-g2pe3ad8 136 25 desired desire VBN cord-303137-g2pe3ad8 136 26 . . . cord-303137-g2pe3ad8 137 1 For for IN cord-303137-g2pe3ad8 137 2 a a DT cord-303137-g2pe3ad8 137 3 company company NN cord-303137-g2pe3ad8 137 4 building build VBG cord-303137-g2pe3ad8 137 5 an an DT cord-303137-g2pe3ad8 137 6 intervention intervention NN cord-303137-g2pe3ad8 137 7 as as RB cord-303137-g2pe3ad8 137 8 sweeping sweep VBG cord-303137-g2pe3ad8 137 9 as as IN cord-303137-g2pe3ad8 137 10 contact contact NN cord-303137-g2pe3ad8 137 11 tracing tracing NN cord-303137-g2pe3ad8 137 12 , , , cord-303137-g2pe3ad8 137 13 success success NN cord-303137-g2pe3ad8 137 14 depends depend VBZ cord-303137-g2pe3ad8 137 15 on on IN cord-303137-g2pe3ad8 137 16 having have VBG cord-303137-g2pe3ad8 137 17 financial financial JJ cord-303137-g2pe3ad8 137 18 , , , cord-303137-g2pe3ad8 137 19 social social JJ cord-303137-g2pe3ad8 137 20 , , , cord-303137-g2pe3ad8 137 21 emotional emotional JJ cord-303137-g2pe3ad8 137 22 , , , cord-303137-g2pe3ad8 137 23 and and CC cord-303137-g2pe3ad8 137 24 medical medical JJ cord-303137-g2pe3ad8 137 25 resources resource NNS cord-303137-g2pe3ad8 137 26 already already RB cord-303137-g2pe3ad8 137 27 in in IN cord-303137-g2pe3ad8 137 28 place place NN cord-303137-g2pe3ad8 137 29 to to TO cord-303137-g2pe3ad8 137 30 enable enable VB cord-303137-g2pe3ad8 137 31 people people NNS cord-303137-g2pe3ad8 137 32 to to TO cord-303137-g2pe3ad8 137 33 deal deal VB cord-303137-g2pe3ad8 137 34 with with IN cord-303137-g2pe3ad8 137 35 the the DT cord-303137-g2pe3ad8 137 36 risk risk NN cord-303137-g2pe3ad8 137 37 a a DT cord-303137-g2pe3ad8 137 38 digital digital JJ cord-303137-g2pe3ad8 137 39 contact contact NN cord-303137-g2pe3ad8 137 40 tracing tracing NN cord-303137-g2pe3ad8 137 41 app app NN cord-303137-g2pe3ad8 137 42 assigns assign VBZ cord-303137-g2pe3ad8 137 43 to to IN cord-303137-g2pe3ad8 137 44 them -PRON- PRP cord-303137-g2pe3ad8 137 45 . . . cord-303137-g2pe3ad8 138 1 A a DT cord-303137-g2pe3ad8 138 2 smartphone smartphone NN cord-303137-g2pe3ad8 138 3 alert alert NN cord-303137-g2pe3ad8 138 4 is be VBZ cord-303137-g2pe3ad8 138 5 useless useless JJ cord-303137-g2pe3ad8 138 6 if if IN cord-303137-g2pe3ad8 138 7 people people NNS cord-303137-g2pe3ad8 138 8 do do VBP cord-303137-g2pe3ad8 138 9 not not RB cord-303137-g2pe3ad8 138 10 have have VB cord-303137-g2pe3ad8 138 11 the the DT cord-303137-g2pe3ad8 138 12 ability ability NN cord-303137-g2pe3ad8 138 13 to to TO cord-303137-g2pe3ad8 138 14 isolate isolate VB cord-303137-g2pe3ad8 138 15 themselves -PRON- PRP cord-303137-g2pe3ad8 138 16 without without IN cord-303137-g2pe3ad8 138 17 suffering suffer VBG cord-303137-g2pe3ad8 138 18 or or CC cord-303137-g2pe3ad8 138 19 failing fail VBG cord-303137-g2pe3ad8 138 20 those those DT cord-303137-g2pe3ad8 138 21 who who WP cord-303137-g2pe3ad8 138 22 depend depend VBP cord-303137-g2pe3ad8 138 23 on on IN cord-303137-g2pe3ad8 138 24 them -PRON- PRP cord-303137-g2pe3ad8 138 25 , , , cord-303137-g2pe3ad8 138 26 which which WDT cord-303137-g2pe3ad8 138 27 means mean VBZ cord-303137-g2pe3ad8 138 28 that that IN cord-303137-g2pe3ad8 138 29 the the DT cord-303137-g2pe3ad8 138 30 distribution distribution NN cord-303137-g2pe3ad8 138 31 of of IN cord-303137-g2pe3ad8 138 32 those those DT cord-303137-g2pe3ad8 138 33 capacities capacity NNS cord-303137-g2pe3ad8 138 34 also also RB cord-303137-g2pe3ad8 138 35 determines determine VBZ cord-303137-g2pe3ad8 138 36 the the DT cord-303137-g2pe3ad8 138 37 distribution distribution NN cord-303137-g2pe3ad8 138 38 of of IN cord-303137-g2pe3ad8 138 39 the the DT cord-303137-g2pe3ad8 138 40 upsides upside NNS cord-303137-g2pe3ad8 138 41 and and CC cord-303137-g2pe3ad8 138 42 downsides downside NNS cord-303137-g2pe3ad8 138 43 of of IN cord-303137-g2pe3ad8 138 44 a a DT cord-303137-g2pe3ad8 138 45 contract contract NN cord-303137-g2pe3ad8 138 46 tracing trace VBG cord-303137-g2pe3ad8 138 47 interventions intervention NNS cord-303137-g2pe3ad8 138 48 . . . cord-303137-g2pe3ad8 139 1 71 71 CD cord-303137-g2pe3ad8 139 2 Machine machine NN cord-303137-g2pe3ad8 139 3 learning learning NN cord-303137-g2pe3ad8 139 4 applications application NNS cord-303137-g2pe3ad8 139 5 are be VBP cord-303137-g2pe3ad8 139 6 ( ( -LRB- cord-303137-g2pe3ad8 139 7 thus thus RB cord-303137-g2pe3ad8 139 8 far far RB cord-303137-g2pe3ad8 139 9 ) ) -RRB- cord-303137-g2pe3ad8 139 10 not not RB cord-303137-g2pe3ad8 139 11 useful useful JJ cord-303137-g2pe3ad8 139 12 for for IN cord-303137-g2pe3ad8 139 13 rectifying rectify VBG cord-303137-g2pe3ad8 139 14 this this DT cord-303137-g2pe3ad8 139 15 type type NN cord-303137-g2pe3ad8 139 16 of of IN cord-303137-g2pe3ad8 139 17 risk risk NN cord-303137-g2pe3ad8 139 18 distribution distribution NN cord-303137-g2pe3ad8 139 19 despite despite IN cord-303137-g2pe3ad8 139 20 that that IN cord-303137-g2pe3ad8 139 21 there there EX cord-303137-g2pe3ad8 139 22 are be VBP cord-303137-g2pe3ad8 139 23 plenty plenty NN cord-303137-g2pe3ad8 139 24 of of IN cord-303137-g2pe3ad8 139 25 data datum NNS cord-303137-g2pe3ad8 139 26 proxies proxy NNS cord-303137-g2pe3ad8 139 27 for for IN cord-303137-g2pe3ad8 139 28 economic economic JJ cord-303137-g2pe3ad8 139 29 inequity inequity NN cord-303137-g2pe3ad8 139 30 . . . cord-303137-g2pe3ad8 140 1 Because because IN cord-303137-g2pe3ad8 140 2 so so RB cord-303137-g2pe3ad8 140 3 many many JJ cord-303137-g2pe3ad8 140 4 machine machine NN cord-303137-g2pe3ad8 140 5 learning learning NN cord-303137-g2pe3ad8 140 6 applications application NNS cord-303137-g2pe3ad8 140 7 are be VBP cord-303137-g2pe3ad8 140 8 built build VBN cord-303137-g2pe3ad8 140 9 around around IN cord-303137-g2pe3ad8 140 10 arbitraging arbitrage VBG cord-303137-g2pe3ad8 140 11 risk risk NN cord-303137-g2pe3ad8 140 12 from from IN cord-303137-g2pe3ad8 140 13 an an DT cord-303137-g2pe3ad8 140 14 advantaged advantaged JJ cord-303137-g2pe3ad8 140 15 to to IN cord-303137-g2pe3ad8 140 16 a a DT cord-303137-g2pe3ad8 140 17 disadvantaged disadvantaged JJ cord-303137-g2pe3ad8 140 18 party party NN cord-303137-g2pe3ad8 140 19 we -PRON- PRP cord-303137-g2pe3ad8 140 20 should should MD cord-303137-g2pe3ad8 140 21 expect expect VB cord-303137-g2pe3ad8 140 22 the the DT cord-303137-g2pe3ad8 140 23 same same JJ cord-303137-g2pe3ad8 140 24 from from IN cord-303137-g2pe3ad8 140 25 pandemic pandemic NN cord-303137-g2pe3ad8 140 26 solutions solution NNS cord-303137-g2pe3ad8 140 27 that that WDT cord-303137-g2pe3ad8 140 28 are be VBP cord-303137-g2pe3ad8 140 29 not not RB cord-303137-g2pe3ad8 140 30 subject subject JJ cord-303137-g2pe3ad8 140 31 to to IN cord-303137-g2pe3ad8 140 32 critical critical JJ cord-303137-g2pe3ad8 140 33 interrogation interrogation NN cord-303137-g2pe3ad8 140 34 . . . cord-303137-g2pe3ad8 141 1 Therefore therefore RB cord-303137-g2pe3ad8 141 2 , , , cord-303137-g2pe3ad8 141 3 product product NN cord-303137-g2pe3ad8 141 4 managers manager NNS cord-303137-g2pe3ad8 141 5 , , , cord-303137-g2pe3ad8 141 6 engineers engineer NNS cord-303137-g2pe3ad8 141 7 , , , cord-303137-g2pe3ad8 141 8 policy policy NN cord-303137-g2pe3ad8 141 9 teams team NNS cord-303137-g2pe3ad8 141 10 , , , cord-303137-g2pe3ad8 141 11 legal legal JJ cord-303137-g2pe3ad8 141 12 consuls consul NNS cord-303137-g2pe3ad8 141 13 , , , cord-303137-g2pe3ad8 141 14 executive executive JJ cord-303137-g2pe3ad8 141 15 boards board NNS cord-303137-g2pe3ad8 141 16 , , , cord-303137-g2pe3ad8 141 17 marketing marketing NN cord-303137-g2pe3ad8 141 18 teams team NNS cord-303137-g2pe3ad8 141 19 , , , cord-303137-g2pe3ad8 141 20 and and CC cord-303137-g2pe3ad8 141 21 user user NN cord-303137-g2pe3ad8 141 22 experience experience NN cord-303137-g2pe3ad8 141 23 researchers researcher NNS cord-303137-g2pe3ad8 141 24 need need VBP cord-303137-g2pe3ad8 141 25 to to TO cord-303137-g2pe3ad8 141 26 ask ask VB cord-303137-g2pe3ad8 141 27 themselves -PRON- PRP cord-303137-g2pe3ad8 141 28 if if IN cord-303137-g2pe3ad8 141 29 the the DT cord-303137-g2pe3ad8 141 30 necessary necessary JJ cord-303137-g2pe3ad8 141 31 social social JJ cord-303137-g2pe3ad8 141 32 support support NN cord-303137-g2pe3ad8 141 33 is be VBZ cord-303137-g2pe3ad8 141 34 in in IN cord-303137-g2pe3ad8 141 35 place place NN cord-303137-g2pe3ad8 141 36 where where WRB cord-303137-g2pe3ad8 141 37 their -PRON- PRP$ cord-303137-g2pe3ad8 141 38 product product NN cord-303137-g2pe3ad8 141 39 is be VBZ cord-303137-g2pe3ad8 141 40 intended intend VBN cord-303137-g2pe3ad8 141 41 to to TO cord-303137-g2pe3ad8 141 42 be be VB cord-303137-g2pe3ad8 141 43 used use VBN cord-303137-g2pe3ad8 141 44 . . . cord-303137-g2pe3ad8 142 1 They -PRON- PRP cord-303137-g2pe3ad8 142 2 also also RB cord-303137-g2pe3ad8 142 3 would would MD cord-303137-g2pe3ad8 142 4 need need VB cord-303137-g2pe3ad8 142 5 to to TO cord-303137-g2pe3ad8 142 6 ask ask VB cord-303137-g2pe3ad8 142 7 themselves -PRON- PRP cord-303137-g2pe3ad8 142 8 if if IN cord-303137-g2pe3ad8 142 9 their -PRON- PRP$ cord-303137-g2pe3ad8 142 10 product product NN cord-303137-g2pe3ad8 142 11 will will MD cord-303137-g2pe3ad8 142 12 conceive conceive VB cord-303137-g2pe3ad8 142 13 of of IN cord-303137-g2pe3ad8 142 14 and and CC cord-303137-g2pe3ad8 142 15 distribute distribute VB cord-303137-g2pe3ad8 142 16 risks risk NNS cord-303137-g2pe3ad8 142 17 in in IN cord-303137-g2pe3ad8 142 18 a a DT cord-303137-g2pe3ad8 142 19 manner manner NN cord-303137-g2pe3ad8 142 20 that that WDT cord-303137-g2pe3ad8 142 21 is be VBZ cord-303137-g2pe3ad8 142 22 just just RB cord-303137-g2pe3ad8 142 23 , , , cord-303137-g2pe3ad8 142 24 and and CC cord-303137-g2pe3ad8 142 25 what what WDT cord-303137-g2pe3ad8 142 26 measures measure NNS cord-303137-g2pe3ad8 142 27 , , , cord-303137-g2pe3ad8 142 28 metrics metric NNS cord-303137-g2pe3ad8 142 29 , , , cord-303137-g2pe3ad8 142 30 and and CC cord-303137-g2pe3ad8 142 31 other other JJ cord-303137-g2pe3ad8 142 32 signals signal NNS cord-303137-g2pe3ad8 142 33 they -PRON- PRP cord-303137-g2pe3ad8 142 34 would would MD cord-303137-g2pe3ad8 142 35 need need VB cord-303137-g2pe3ad8 142 36 access access NN cord-303137-g2pe3ad8 142 37 to to TO cord-303137-g2pe3ad8 142 38 know know VB cord-303137-g2pe3ad8 142 39 that that IN cord-303137-g2pe3ad8 142 40 such such JJ cord-303137-g2pe3ad8 142 41 questions question NNS cord-303137-g2pe3ad8 142 42 have have VBP cord-303137-g2pe3ad8 142 43 been be VBN cord-303137-g2pe3ad8 142 44 answered answer VBN cord-303137-g2pe3ad8 142 45 adequately adequately RB cord-303137-g2pe3ad8 142 46 . . . cord-303137-g2pe3ad8 143 1 While while IN cord-303137-g2pe3ad8 143 2 some some DT cord-303137-g2pe3ad8 143 3 companies company NNS cord-303137-g2pe3ad8 143 4 have have VBP cord-303137-g2pe3ad8 143 5 begun begin VBN cord-303137-g2pe3ad8 143 6 to to TO cord-303137-g2pe3ad8 143 7 invest invest VB cord-303137-g2pe3ad8 143 8 in in IN cord-303137-g2pe3ad8 143 9 the the DT cord-303137-g2pe3ad8 143 10 capacity capacity NN cord-303137-g2pe3ad8 143 11 to to TO cord-303137-g2pe3ad8 143 12 ask ask VB cord-303137-g2pe3ad8 143 13 such such JJ cord-303137-g2pe3ad8 143 14 questions question NNS cord-303137-g2pe3ad8 143 15 , , , cord-303137-g2pe3ad8 143 16 62,63 62,63 CD cord-303137-g2pe3ad8 143 17 the the DT cord-303137-g2pe3ad8 143 18 industry industry NN cord-303137-g2pe3ad8 143 19 as as IN cord-303137-g2pe3ad8 143 20 a a DT cord-303137-g2pe3ad8 143 21 whole whole NN cord-303137-g2pe3ad8 143 22 does do VBZ cord-303137-g2pe3ad8 143 23 not not RB cord-303137-g2pe3ad8 143 24 yet yet RB cord-303137-g2pe3ad8 143 25 have have VB cord-303137-g2pe3ad8 143 26 such such JJ cord-303137-g2pe3ad8 143 27 frameworks framework NNS cord-303137-g2pe3ad8 143 28 in in IN cord-303137-g2pe3ad8 143 29 place place NN cord-303137-g2pe3ad8 143 30 . . . cord-303137-g2pe3ad8 144 1 Approaches approach NNS cord-303137-g2pe3ad8 144 2 that that WDT cord-303137-g2pe3ad8 144 3 can can MD cord-303137-g2pe3ad8 144 4 identify identify VB cord-303137-g2pe3ad8 144 5 and and CC cord-303137-g2pe3ad8 144 6 redistribute redistribute VB cord-303137-g2pe3ad8 144 7 risk risk NN cord-303137-g2pe3ad8 144 8 so so IN cord-303137-g2pe3ad8 144 9 that that IN cord-303137-g2pe3ad8 144 10 it -PRON- PRP cord-303137-g2pe3ad8 144 11 does do VBZ cord-303137-g2pe3ad8 144 12 not not RB cord-303137-g2pe3ad8 144 13 fall fall VB cord-303137-g2pe3ad8 144 14 disproportionately disproportionately RB cord-303137-g2pe3ad8 144 15 on on IN cord-303137-g2pe3ad8 144 16 those those DT cord-303137-g2pe3ad8 144 17 least least JJS cord-303137-g2pe3ad8 144 18 able able JJ cord-303137-g2pe3ad8 144 19 to to TO cord-303137-g2pe3ad8 144 20 bear bear VB cord-303137-g2pe3ad8 144 21 its -PRON- PRP$ cord-303137-g2pe3ad8 144 22 burden burden NN cord-303137-g2pe3ad8 144 23 exist exist VBP cord-303137-g2pe3ad8 144 24 , , , cord-303137-g2pe3ad8 144 25 72 72 CD cord-303137-g2pe3ad8 144 26 but but CC cord-303137-g2pe3ad8 144 27 are be VBP cord-303137-g2pe3ad8 144 28 often often RB cord-303137-g2pe3ad8 144 29 not not RB cord-303137-g2pe3ad8 144 30 required require VBN cord-303137-g2pe3ad8 144 31 to to TO cord-303137-g2pe3ad8 144 32 be be VB cord-303137-g2pe3ad8 144 33 brought bring VBN cord-303137-g2pe3ad8 144 34 into into IN cord-303137-g2pe3ad8 144 35 practice practice NN cord-303137-g2pe3ad8 144 36 . . . cord-303137-g2pe3ad8 145 1 Inside inside IN cord-303137-g2pe3ad8 145 2 tech tech NN cord-303137-g2pe3ad8 145 3 firms firm NNS cord-303137-g2pe3ad8 145 4 , , , cord-303137-g2pe3ad8 145 5 choices choice NNS cord-303137-g2pe3ad8 145 6 about about IN cord-303137-g2pe3ad8 145 7 investing invest VBG cord-303137-g2pe3ad8 145 8 in in IN cord-303137-g2pe3ad8 145 9 upside upside JJ cord-303137-g2pe3ad8 145 10 benefit benefit NN cord-303137-g2pe3ad8 145 11 over over IN cord-303137-g2pe3ad8 145 12 limiting limit VBG cord-303137-g2pe3ad8 145 13 downside downside JJ cord-303137-g2pe3ad8 145 14 risk risk NN cord-303137-g2pe3ad8 145 15 get get VB cord-303137-g2pe3ad8 145 16 made make VBN cord-303137-g2pe3ad8 145 17 at at IN cord-303137-g2pe3ad8 145 18 the the DT cord-303137-g2pe3ad8 145 19 top top NN cord-303137-g2pe3ad8 145 20 , , , cord-303137-g2pe3ad8 145 21 as as IN cord-303137-g2pe3ad8 145 22 are be VBP cord-303137-g2pe3ad8 145 23 decisions decision NNS cord-303137-g2pe3ad8 145 24 about about IN cord-303137-g2pe3ad8 145 25 how how WRB cord-303137-g2pe3ad8 145 26 much much JJ cord-303137-g2pe3ad8 145 27 time time NN cord-303137-g2pe3ad8 145 28 , , , cord-303137-g2pe3ad8 145 29 energy energy NN cord-303137-g2pe3ad8 145 30 , , , cord-303137-g2pe3ad8 145 31 and and CC cord-303137-g2pe3ad8 145 32 cost cost VBD cord-303137-g2pe3ad8 145 33 to to TO cord-303137-g2pe3ad8 145 34 invest invest VB cord-303137-g2pe3ad8 145 35 into into IN cord-303137-g2pe3ad8 145 36 context context NN cord-303137-g2pe3ad8 145 37 alignment alignment NN cord-303137-g2pe3ad8 145 38 . . . cord-303137-g2pe3ad8 146 1 As as IN cord-303137-g2pe3ad8 146 2 our -PRON- PRP$ cord-303137-g2pe3ad8 146 3 research research NN cord-303137-g2pe3ad8 146 4 indicates indicate VBZ cord-303137-g2pe3ad8 146 5 , , , cord-303137-g2pe3ad8 146 6 without without IN cord-303137-g2pe3ad8 146 7 clear clear JJ cord-303137-g2pe3ad8 146 8 signals signal NNS cord-303137-g2pe3ad8 146 9 from from IN cord-303137-g2pe3ad8 146 10 the the DT cord-303137-g2pe3ad8 146 11 CEO ceo NN cord-303137-g2pe3ad8 146 12 that that IN cord-303137-g2pe3ad8 146 13 efforts effort NNS cord-303137-g2pe3ad8 146 14 to to TO cord-303137-g2pe3ad8 146 15 enact enact VB cord-303137-g2pe3ad8 146 16 good good JJ cord-303137-g2pe3ad8 146 17 governance governance NN cord-303137-g2pe3ad8 146 18 , , , cord-303137-g2pe3ad8 146 19 build build VB cord-303137-g2pe3ad8 146 20 products product NNS cord-303137-g2pe3ad8 146 21 with with IN cord-303137-g2pe3ad8 146 22 responsible responsible JJ cord-303137-g2pe3ad8 146 23 safeguards safeguard NNS cord-303137-g2pe3ad8 146 24 , , , cord-303137-g2pe3ad8 146 25 and and CC cord-303137-g2pe3ad8 146 26 prioritize prioritize VB cord-303137-g2pe3ad8 146 27 users user NNS cord-303137-g2pe3ad8 146 28 ' ' POS cord-303137-g2pe3ad8 146 29 rights right NNS cord-303137-g2pe3ad8 146 30 would would MD cord-303137-g2pe3ad8 146 31 not not RB cord-303137-g2pe3ad8 146 32 be be VB cord-303137-g2pe3ad8 146 33 scrapped scrap VBN cord-303137-g2pe3ad8 146 34 for for IN cord-303137-g2pe3ad8 146 35 a a DT cord-303137-g2pe3ad8 146 36 bottom bottom JJ cord-303137-g2pe3ad8 146 37 - - HYPH cord-303137-g2pe3ad8 146 38 line line NN cord-303137-g2pe3ad8 146 39 calculation calculation NN cord-303137-g2pe3ad8 146 40 , , , cord-303137-g2pe3ad8 146 41 those those DT cord-303137-g2pe3ad8 146 42 efforts effort NNS cord-303137-g2pe3ad8 146 43 can can MD cord-303137-g2pe3ad8 146 44 not not RB cord-303137-g2pe3ad8 146 45 amount amount VB cord-303137-g2pe3ad8 146 46 to to IN cord-303137-g2pe3ad8 146 47 much much JJ cord-303137-g2pe3ad8 146 48 . . . cord-303137-g2pe3ad8 147 1 62 62 CD cord-303137-g2pe3ad8 148 1 In in IN cord-303137-g2pe3ad8 148 2 recent recent JJ cord-303137-g2pe3ad8 148 3 years year NNS cord-303137-g2pe3ad8 148 4 , , , cord-303137-g2pe3ad8 148 5 activist activist NN cord-303137-g2pe3ad8 148 6 employees employee NNS cord-303137-g2pe3ad8 148 7 and and CC cord-303137-g2pe3ad8 148 8 a a DT cord-303137-g2pe3ad8 148 9 vigilant vigilant JJ cord-303137-g2pe3ad8 148 10 public public NN cord-303137-g2pe3ad8 148 11 have have VBP cord-303137-g2pe3ad8 148 12 provided provide VBN cord-303137-g2pe3ad8 148 13 a a DT cord-303137-g2pe3ad8 148 14 check check NN cord-303137-g2pe3ad8 148 15 73 73 CD cord-303137-g2pe3ad8 148 16 on on IN cord-303137-g2pe3ad8 148 17 some some DT cord-303137-g2pe3ad8 148 18 companies company NNS cord-303137-g2pe3ad8 148 19 when when WRB cord-303137-g2pe3ad8 148 20 their -PRON- PRP$ cord-303137-g2pe3ad8 148 21 CEOs ceo NNS cord-303137-g2pe3ad8 148 22 pursue pursue VBP cord-303137-g2pe3ad8 148 23 contracts contract NNS cord-303137-g2pe3ad8 148 24 with with IN cord-303137-g2pe3ad8 148 25 repressive repressive JJ cord-303137-g2pe3ad8 148 26 regimes regime NNS cord-303137-g2pe3ad8 148 27 or or CC cord-303137-g2pe3ad8 148 28 military military JJ cord-303137-g2pe3ad8 148 29 applications application NNS cord-303137-g2pe3ad8 148 30 . . . cord-303137-g2pe3ad8 149 1 However however RB cord-303137-g2pe3ad8 149 2 , , , cord-303137-g2pe3ad8 149 3 not not RB cord-303137-g2pe3ad8 149 4 all all DT cord-303137-g2pe3ad8 149 5 companies company NNS cord-303137-g2pe3ad8 149 6 have have VBP cord-303137-g2pe3ad8 149 7 experienced experience VBN cord-303137-g2pe3ad8 149 8 this this DT cord-303137-g2pe3ad8 149 9 kind kind NN cord-303137-g2pe3ad8 149 10 of of IN cord-303137-g2pe3ad8 149 11 pressure pressure NN cord-303137-g2pe3ad8 149 12 internally internally RB cord-303137-g2pe3ad8 149 13 ( ( -LRB- cord-303137-g2pe3ad8 149 14 the the DT cord-303137-g2pe3ad8 149 15 possible possible JJ cord-303137-g2pe3ad8 149 16 reasons reason NNS cord-303137-g2pe3ad8 149 17 for for IN cord-303137-g2pe3ad8 149 18 this this DT cord-303137-g2pe3ad8 149 19 run run NN cord-303137-g2pe3ad8 149 20 the the DT cord-303137-g2pe3ad8 149 21 gamut gamut NN cord-303137-g2pe3ad8 149 22 from from IN cord-303137-g2pe3ad8 149 23 a a DT cord-303137-g2pe3ad8 149 24 lack lack NN cord-303137-g2pe3ad8 149 25 of of IN cord-303137-g2pe3ad8 149 26 diversity diversity NN cord-303137-g2pe3ad8 149 27 inside inside RB cord-303137-g2pe3ad8 149 28 to to IN cord-303137-g2pe3ad8 149 29 an an DT cord-303137-g2pe3ad8 149 30 environment environment NN cord-303137-g2pe3ad8 149 31 in in IN cord-303137-g2pe3ad8 149 32 which which WDT cord-303137-g2pe3ad8 149 33 such such JJ cord-303137-g2pe3ad8 149 34 dissent dissent NN cord-303137-g2pe3ad8 149 35 is be VBZ cord-303137-g2pe3ad8 149 36 actively actively RB cord-303137-g2pe3ad8 149 37 discouraged discouraged JJ cord-303137-g2pe3ad8 149 38 ) ) -RRB- cord-303137-g2pe3ad8 149 39 , , , cord-303137-g2pe3ad8 149 40 and and CC cord-303137-g2pe3ad8 149 41 others other NNS cord-303137-g2pe3ad8 149 42 have have VBP cord-303137-g2pe3ad8 149 43 not not RB cord-303137-g2pe3ad8 149 44 proven prove VBN cord-303137-g2pe3ad8 149 45 responsive responsive JJ cord-303137-g2pe3ad8 149 46 when when WRB cord-303137-g2pe3ad8 149 47 faced face VBN cord-303137-g2pe3ad8 149 48 with with IN cord-303137-g2pe3ad8 149 49 pressure pressure NN cord-303137-g2pe3ad8 149 50 . . . cord-303137-g2pe3ad8 150 1 Some some DT cord-303137-g2pe3ad8 150 2 of of IN cord-303137-g2pe3ad8 150 3 the the DT cord-303137-g2pe3ad8 150 4 most most RBS cord-303137-g2pe3ad8 150 5 recalcitrant recalcitrant JJ cord-303137-g2pe3ad8 150 6 of of IN cord-303137-g2pe3ad8 150 7 these these DT cord-303137-g2pe3ad8 150 8 companies company NNS cord-303137-g2pe3ad8 150 9 are be VBP cord-303137-g2pe3ad8 150 10 in in IN cord-303137-g2pe3ad8 150 11 the the DT cord-303137-g2pe3ad8 150 12 running running NN cord-303137-g2pe3ad8 150 13 for for IN cord-303137-g2pe3ad8 150 14 contract contract NN cord-303137-g2pe3ad8 150 15 tracing tracing NN cord-303137-g2pe3ad8 150 16 application application NN cord-303137-g2pe3ad8 150 17 contracts contract NNS cord-303137-g2pe3ad8 150 18 , , , cord-303137-g2pe3ad8 150 19 and and CC cord-303137-g2pe3ad8 150 20 will will MD cord-303137-g2pe3ad8 150 21 require require VB cord-303137-g2pe3ad8 150 22 a a DT cord-303137-g2pe3ad8 150 23 different different JJ cord-303137-g2pe3ad8 150 24 form form NN cord-303137-g2pe3ad8 150 25 of of IN cord-303137-g2pe3ad8 150 26 pressure pressure NN cord-303137-g2pe3ad8 150 27 to to TO cord-303137-g2pe3ad8 150 28 conform conform VB cord-303137-g2pe3ad8 150 29 to to IN cord-303137-g2pe3ad8 150 30 expectations expectation NNS cord-303137-g2pe3ad8 150 31 for for IN cord-303137-g2pe3ad8 150 32 the the DT cord-303137-g2pe3ad8 150 33 responsible responsible JJ cord-303137-g2pe3ad8 150 34 deployment deployment NN cord-303137-g2pe3ad8 150 35 of of IN cord-303137-g2pe3ad8 150 36 such such PDT cord-303137-g2pe3ad8 150 37 a a DT cord-303137-g2pe3ad8 150 38 system system NN cord-303137-g2pe3ad8 150 39 ( ( -LRB- cord-303137-g2pe3ad8 150 40 if if IN cord-303137-g2pe3ad8 150 41 this this DT cord-303137-g2pe3ad8 150 42 is be VBZ cord-303137-g2pe3ad8 150 43 even even RB cord-303137-g2pe3ad8 150 44 possible possible JJ cord-303137-g2pe3ad8 150 45 ) ) -RRB- cord-303137-g2pe3ad8 150 46 . . . cord-303137-g2pe3ad8 151 1 Leadership leadership NN cord-303137-g2pe3ad8 151 2 matters matter NNS cord-303137-g2pe3ad8 151 3 when when WRB cord-303137-g2pe3ad8 151 4 it -PRON- PRP cord-303137-g2pe3ad8 151 5 comes come VBZ cord-303137-g2pe3ad8 151 6 to to IN cord-303137-g2pe3ad8 151 7 the the DT cord-303137-g2pe3ad8 151 8 government government NN cord-303137-g2pe3ad8 151 9 response response NN cord-303137-g2pe3ad8 151 10 to to IN cord-303137-g2pe3ad8 151 11 pandemic pandemic NN cord-303137-g2pe3ad8 151 12 disease disease NN cord-303137-g2pe3ad8 151 13 , , , cord-303137-g2pe3ad8 151 14 and and CC cord-303137-g2pe3ad8 151 15 when when WRB cord-303137-g2pe3ad8 151 16 it -PRON- PRP cord-303137-g2pe3ad8 151 17 comes come VBZ cord-303137-g2pe3ad8 151 18 to to IN cord-303137-g2pe3ad8 151 19 provisioning provision VBG cord-303137-g2pe3ad8 151 20 contact contact NN cord-303137-g2pe3ad8 151 21 tracing trace VBG cord-303137-g2pe3ad8 151 22 algorithmic algorithmic JJ cord-303137-g2pe3ad8 151 23 systems system NNS cord-303137-g2pe3ad8 151 24 from from IN cord-303137-g2pe3ad8 151 25 tech tech NN cord-303137-g2pe3ad8 151 26 companies company NNS cord-303137-g2pe3ad8 151 27 , , , cord-303137-g2pe3ad8 151 28 too too RB cord-303137-g2pe3ad8 151 29 . . . cord-303137-g2pe3ad8 152 1 Many many JJ cord-303137-g2pe3ad8 152 2 companies company NNS cord-303137-g2pe3ad8 152 3 , , , cord-303137-g2pe3ad8 152 4 big big JJ cord-303137-g2pe3ad8 152 5 74 74 CD cord-303137-g2pe3ad8 152 6 and and CC cord-303137-g2pe3ad8 152 7 small small JJ cord-303137-g2pe3ad8 152 8 , , , cord-303137-g2pe3ad8 152 9 75 75 CD cord-303137-g2pe3ad8 152 10 are be VBP cord-303137-g2pe3ad8 152 11 racing race VBG cord-303137-g2pe3ad8 152 12 to to TO cord-303137-g2pe3ad8 152 13 build build VB cord-303137-g2pe3ad8 152 14 contact contact NN cord-303137-g2pe3ad8 152 15 tracing trace VBG cord-303137-g2pe3ad8 152 16 applications application NNS cord-303137-g2pe3ad8 152 17 and and CC cord-303137-g2pe3ad8 152 18 related related JJ cord-303137-g2pe3ad8 152 19 infection infection NN cord-303137-g2pe3ad8 152 20 tracing trace VBG cord-303137-g2pe3ad8 152 21 tools tool NNS cord-303137-g2pe3ad8 152 22 for for IN cord-303137-g2pe3ad8 152 23 governments government NNS cord-303137-g2pe3ad8 152 24 to to TO cord-303137-g2pe3ad8 152 25 use use VB cord-303137-g2pe3ad8 152 26 . . . cord-303137-g2pe3ad8 153 1 Some some DT cord-303137-g2pe3ad8 153 2 will will MD cord-303137-g2pe3ad8 153 3 be be VB cord-303137-g2pe3ad8 153 4 safer safe JJR cord-303137-g2pe3ad8 153 5 for for IN cord-303137-g2pe3ad8 153 6 users user NNS cord-303137-g2pe3ad8 153 7 , , , cord-303137-g2pe3ad8 153 8 in in IN cord-303137-g2pe3ad8 153 9 terms term NNS cord-303137-g2pe3ad8 153 10 of of IN cord-303137-g2pe3ad8 153 11 digital digital JJ cord-303137-g2pe3ad8 153 12 rights right NNS cord-303137-g2pe3ad8 153 13 , , , cord-303137-g2pe3ad8 153 14 than than IN cord-303137-g2pe3ad8 153 15 others other NNS cord-303137-g2pe3ad8 153 16 . . . cord-303137-g2pe3ad8 154 1 Having have VBG cord-303137-g2pe3ad8 154 2 options option NNS cord-303137-g2pe3ad8 154 3 is be VBZ cord-303137-g2pe3ad8 154 4 great great JJ cord-303137-g2pe3ad8 154 5 , , , cord-303137-g2pe3ad8 154 6 but but CC cord-303137-g2pe3ad8 154 7 there there EX cord-303137-g2pe3ad8 154 8 is be VBZ cord-303137-g2pe3ad8 154 9 little little JJ cord-303137-g2pe3ad8 154 10 obligation obligation NN cord-303137-g2pe3ad8 154 11 for for IN cord-303137-g2pe3ad8 154 12 federal federal JJ cord-303137-g2pe3ad8 154 13 , , , cord-303137-g2pe3ad8 154 14 state state NN cord-303137-g2pe3ad8 154 15 , , , cord-303137-g2pe3ad8 154 16 or or CC cord-303137-g2pe3ad8 154 17 local local JJ cord-303137-g2pe3ad8 154 18 governments government NNS cord-303137-g2pe3ad8 154 19 to to TO cord-303137-g2pe3ad8 154 20 choose choose VB cord-303137-g2pe3ad8 154 21 the the DT cord-303137-g2pe3ad8 154 22 option option NN cord-303137-g2pe3ad8 154 23 that that WDT cord-303137-g2pe3ad8 154 24 is be VBZ cord-303137-g2pe3ad8 154 25 best well RBS cord-303137-g2pe3ad8 154 26 able able JJ cord-303137-g2pe3ad8 154 27 to to TO cord-303137-g2pe3ad8 154 28 preserve preserve VB cord-303137-g2pe3ad8 154 29 digital digital JJ cord-303137-g2pe3ad8 154 30 rights right NNS cord-303137-g2pe3ad8 154 31 . . . cord-303137-g2pe3ad8 155 1 As as IN cord-303137-g2pe3ad8 155 2 it -PRON- PRP cord-303137-g2pe3ad8 155 3 stands stand VBZ cord-303137-g2pe3ad8 155 4 in in IN cord-303137-g2pe3ad8 155 5 the the DT cord-303137-g2pe3ad8 155 6 US US NNP cord-303137-g2pe3ad8 155 7 , , , cord-303137-g2pe3ad8 155 8 there there EX cord-303137-g2pe3ad8 155 9 are be VBP cord-303137-g2pe3ad8 155 10 very very RB cord-303137-g2pe3ad8 155 11 few few JJ cord-303137-g2pe3ad8 155 12 legal legal JJ cord-303137-g2pe3ad8 155 13 protections protection NNS cord-303137-g2pe3ad8 155 14 for for IN cord-303137-g2pe3ad8 155 15 civil civil JJ cord-303137-g2pe3ad8 155 16 rights right NNS cord-303137-g2pe3ad8 155 17 and and CC cord-303137-g2pe3ad8 155 18 liberties liberty NNS cord-303137-g2pe3ad8 155 19 that that WDT cord-303137-g2pe3ad8 155 20 might may MD cord-303137-g2pe3ad8 155 21 be be VB cord-303137-g2pe3ad8 155 22 harmed harm VBN cord-303137-g2pe3ad8 155 23 by by IN cord-303137-g2pe3ad8 155 24 the the DT cord-303137-g2pe3ad8 155 25 misuse misuse NN cord-303137-g2pe3ad8 155 26 of of IN cord-303137-g2pe3ad8 155 27 the the DT cord-303137-g2pe3ad8 155 28 kind kind NN cord-303137-g2pe3ad8 155 29 of of IN cord-303137-g2pe3ad8 155 30 data datum NNS cord-303137-g2pe3ad8 155 31 contract contract NN cord-303137-g2pe3ad8 155 32 tracing tracing NN cord-303137-g2pe3ad8 155 33 systems system NNS cord-303137-g2pe3ad8 155 34 depend depend VBP cord-303137-g2pe3ad8 155 35 on on IN cord-303137-g2pe3ad8 155 36 . . . cord-303137-g2pe3ad8 156 1 Draft draft NN cord-303137-g2pe3ad8 156 2 legislation legislation NN cord-303137-g2pe3ad8 156 3 , , , cord-303137-g2pe3ad8 156 4 like like IN cord-303137-g2pe3ad8 156 5 the the DT cord-303137-g2pe3ad8 156 6 NY NY NNP cord-303137-g2pe3ad8 156 7 State State NNP cord-303137-g2pe3ad8 156 8 Geolocation Geolocation NNP cord-303137-g2pe3ad8 156 9 Tracking Tracking NNP cord-303137-g2pe3ad8 156 10 Ban Ban NNP cord-303137-g2pe3ad8 156 11 76 76 CD cord-303137-g2pe3ad8 156 12 would would MD cord-303137-g2pe3ad8 156 13 provide provide VB cord-303137-g2pe3ad8 156 14 a a DT cord-303137-g2pe3ad8 156 15 modicum modicum NN cord-303137-g2pe3ad8 156 16 of of IN cord-303137-g2pe3ad8 156 17 protection protection NN cord-303137-g2pe3ad8 156 18 from from IN cord-303137-g2pe3ad8 156 19 unreasonable unreasonable JJ cord-303137-g2pe3ad8 156 20 police police NN cord-303137-g2pe3ad8 156 21 use use NN cord-303137-g2pe3ad8 156 22 of of IN cord-303137-g2pe3ad8 156 23 such such JJ cord-303137-g2pe3ad8 156 24 data datum NNS cord-303137-g2pe3ad8 156 25 , , , cord-303137-g2pe3ad8 156 26 but but CC cord-303137-g2pe3ad8 156 27 government government NN cord-303137-g2pe3ad8 156 28 contracts contract NNS cord-303137-g2pe3ad8 156 29 for for IN cord-303137-g2pe3ad8 156 30 contract contract NN cord-303137-g2pe3ad8 156 31 tracing trace VBG cord-303137-g2pe3ad8 156 32 systems system NNS cord-303137-g2pe3ad8 156 33 will will MD cord-303137-g2pe3ad8 156 34 be be VB cord-303137-g2pe3ad8 156 35 written write VBN cord-303137-g2pe3ad8 156 36 under under IN cord-303137-g2pe3ad8 156 37 the the DT cord-303137-g2pe3ad8 156 38 legal legal JJ cord-303137-g2pe3ad8 156 39 frameworks framework NNS cord-303137-g2pe3ad8 156 40 we -PRON- PRP cord-303137-g2pe3ad8 156 41 have have VBP cord-303137-g2pe3ad8 156 42 now now RB cord-303137-g2pe3ad8 156 43 , , , cord-303137-g2pe3ad8 156 44 not not RB cord-303137-g2pe3ad8 156 45 the the DT cord-303137-g2pe3ad8 156 46 ones one NNS cord-303137-g2pe3ad8 156 47 we -PRON- PRP cord-303137-g2pe3ad8 156 48 wish wish VBP cord-303137-g2pe3ad8 156 49 we -PRON- PRP cord-303137-g2pe3ad8 156 50 had have VBD cord-303137-g2pe3ad8 156 51 . . . cord-303137-g2pe3ad8 157 1 Trust trust VB cord-303137-g2pe3ad8 157 2 in in IN cord-303137-g2pe3ad8 157 3 those those DT cord-303137-g2pe3ad8 157 4 at at IN cord-303137-g2pe3ad8 157 5 the the DT cord-303137-g2pe3ad8 157 6 very very RB cord-303137-g2pe3ad8 157 7 top top JJ cord-303137-g2pe3ad8 157 8 - - HYPH cord-303137-g2pe3ad8 157 9 of of IN cord-303137-g2pe3ad8 157 10 companies company NNS cord-303137-g2pe3ad8 157 11 , , , cord-303137-g2pe3ad8 157 12 of of IN cord-303137-g2pe3ad8 157 13 public public JJ cord-303137-g2pe3ad8 157 14 health health NN cord-303137-g2pe3ad8 157 15 institutions institution NNS cord-303137-g2pe3ad8 157 16 , , , cord-303137-g2pe3ad8 157 17 and and CC cord-303137-g2pe3ad8 157 18 ( ( -LRB- cord-303137-g2pe3ad8 157 19 perhaps perhaps RB cord-303137-g2pe3ad8 157 20 most most RBS cord-303137-g2pe3ad8 157 21 importantly importantly RB cord-303137-g2pe3ad8 157 22 ) ) -RRB- cord-303137-g2pe3ad8 158 1 national national NNP cord-303137-g2pe3ad8 158 2 governments- governments- XX cord-303137-g2pe3ad8 159 1 to to TO cord-303137-g2pe3ad8 159 2 do do VB cord-303137-g2pe3ad8 159 3 what what WP cord-303137-g2pe3ad8 159 4 only only JJ cord-303137-g2pe3ad8 159 5 leadership leadership NN cord-303137-g2pe3ad8 159 6 can can MD cord-303137-g2pe3ad8 159 7 do do VB cord-303137-g2pe3ad8 159 8 is be VBZ cord-303137-g2pe3ad8 159 9 paramount paramount JJ cord-303137-g2pe3ad8 159 10 . . . cord-303137-g2pe3ad8 160 1 Only only RB cord-303137-g2pe3ad8 160 2 those those DT cord-303137-g2pe3ad8 160 3 who who WP cord-303137-g2pe3ad8 160 4 hold hold VBP cord-303137-g2pe3ad8 160 5 final final JJ cord-303137-g2pe3ad8 160 6 authority authority NN cord-303137-g2pe3ad8 160 7 can can MD cord-303137-g2pe3ad8 160 8 prioritize prioritize VB cord-303137-g2pe3ad8 160 9 alternatives alternative NNS cord-303137-g2pe3ad8 160 10 that that WDT cord-303137-g2pe3ad8 160 11 distribute distribute VBP cord-303137-g2pe3ad8 160 12 risk risk NN cord-303137-g2pe3ad8 160 13 equitably equitably RB cord-303137-g2pe3ad8 160 14 rather rather RB cord-303137-g2pe3ad8 160 15 than than IN cord-303137-g2pe3ad8 160 16 toward toward IN cord-303137-g2pe3ad8 160 17 those those DT cord-303137-g2pe3ad8 160 18 who who WP cord-303137-g2pe3ad8 160 19 are be VBP cord-303137-g2pe3ad8 160 20 most most RBS cord-303137-g2pe3ad8 160 21 vulnerable vulnerable JJ cord-303137-g2pe3ad8 160 22 . . . cord-303137-g2pe3ad8 161 1 In in IN cord-303137-g2pe3ad8 161 2 practice practice NN cord-303137-g2pe3ad8 161 3 this this DT cord-303137-g2pe3ad8 161 4 can can MD cord-303137-g2pe3ad8 161 5 mean mean VB cord-303137-g2pe3ad8 161 6 only only RB cord-303137-g2pe3ad8 161 7 building build VBG cord-303137-g2pe3ad8 161 8 in in IN cord-303137-g2pe3ad8 161 9 contexts context NNS cord-303137-g2pe3ad8 161 10 where where WRB cord-303137-g2pe3ad8 161 11 the the DT cord-303137-g2pe3ad8 161 12 necessary necessary JJ cord-303137-g2pe3ad8 161 13 social social JJ cord-303137-g2pe3ad8 161 14 infrastructure infrastructure NN cord-303137-g2pe3ad8 161 15 for for IN cord-303137-g2pe3ad8 161 16 product product NN cord-303137-g2pe3ad8 161 17 goals goal NNS cord-303137-g2pe3ad8 161 18 to to TO cord-303137-g2pe3ad8 161 19 be be VB cord-303137-g2pe3ad8 161 20 met meet VBN cord-303137-g2pe3ad8 161 21 can can MD cord-303137-g2pe3ad8 161 22 be be VB cord-303137-g2pe3ad8 161 23 ensured ensure VBN cord-303137-g2pe3ad8 161 24 . . . cord-303137-g2pe3ad8 162 1 It -PRON- PRP cord-303137-g2pe3ad8 162 2 can can MD cord-303137-g2pe3ad8 162 3 also also RB cord-303137-g2pe3ad8 162 4 mean mean VB cord-303137-g2pe3ad8 162 5 refraining refrain VBG cord-303137-g2pe3ad8 162 6 from from IN cord-303137-g2pe3ad8 162 7 turning turn VBG cord-303137-g2pe3ad8 162 8 the the DT cord-303137-g2pe3ad8 162 9 tools tool NNS cord-303137-g2pe3ad8 162 10 of of IN cord-303137-g2pe3ad8 162 11 emergency emergency NN cord-303137-g2pe3ad8 162 12 response response NN cord-303137-g2pe3ad8 162 13 to to TO cord-303137-g2pe3ad8 162 14 COVID-19 covid-19 VB cord-303137-g2pe3ad8 162 15 toward toward IN cord-303137-g2pe3ad8 162 16 other other JJ cord-303137-g2pe3ad8 162 17 , , , cord-303137-g2pe3ad8 162 18 more more RBR cord-303137-g2pe3ad8 162 19 nefarious nefarious JJ cord-303137-g2pe3ad8 162 20 purposes purpose NNS cord-303137-g2pe3ad8 162 21 . . . cord-303137-g2pe3ad8 163 1 In in IN cord-303137-g2pe3ad8 163 2 the the DT cord-303137-g2pe3ad8 163 3 absence absence NN cord-303137-g2pe3ad8 163 4 of of IN cord-303137-g2pe3ad8 163 5 regulation regulation NN cord-303137-g2pe3ad8 163 6 , , , cord-303137-g2pe3ad8 163 7 or or CC cord-303137-g2pe3ad8 163 8 other other JJ cord-303137-g2pe3ad8 163 9 forms form NNS cord-303137-g2pe3ad8 163 10 of of IN cord-303137-g2pe3ad8 163 11 social social JJ cord-303137-g2pe3ad8 163 12 pressure pressure NN cord-303137-g2pe3ad8 163 13 , , , cord-303137-g2pe3ad8 163 14 the the DT cord-303137-g2pe3ad8 163 15 incentives incentive NNS cord-303137-g2pe3ad8 163 16 for for IN cord-303137-g2pe3ad8 163 17 pursuing pursue VBG cord-303137-g2pe3ad8 163 18 opportunities opportunity NNS cord-303137-g2pe3ad8 163 19 to to TO cord-303137-g2pe3ad8 163 20 squeeze squeeze VB cord-303137-g2pe3ad8 163 21 additional additional JJ cord-303137-g2pe3ad8 163 22 profit profit NN cord-303137-g2pe3ad8 163 23 by by IN cord-303137-g2pe3ad8 163 24 selling sell VBG cord-303137-g2pe3ad8 163 25 data datum NNS cord-303137-g2pe3ad8 163 26 or or CC cord-303137-g2pe3ad8 163 27 licensing license VBG cord-303137-g2pe3ad8 163 28 a a DT cord-303137-g2pe3ad8 163 29 machine machine NN cord-303137-g2pe3ad8 163 30 learning learn VBG cord-303137-g2pe3ad8 163 31 product product NN cord-303137-g2pe3ad8 163 32 to to IN cord-303137-g2pe3ad8 163 33 unsavory unsavory JJ cord-303137-g2pe3ad8 163 34 actors actor NNS cord-303137-g2pe3ad8 163 35 can can MD cord-303137-g2pe3ad8 163 36 be be VB cord-303137-g2pe3ad8 163 37 difficult difficult JJ cord-303137-g2pe3ad8 163 38 to to TO cord-303137-g2pe3ad8 163 39 resist resist VB cord-303137-g2pe3ad8 163 40 . . . cord-303137-g2pe3ad8 164 1 Similarly similarly RB cord-303137-g2pe3ad8 164 2 , , , cord-303137-g2pe3ad8 164 3 the the DT cord-303137-g2pe3ad8 164 4 resolve resolve NN cord-303137-g2pe3ad8 164 5 needed need VBN cord-303137-g2pe3ad8 164 6 to to TO cord-303137-g2pe3ad8 164 7 dismantle dismantle VB cord-303137-g2pe3ad8 164 8 emergency emergency NN cord-303137-g2pe3ad8 164 9 tools tool NNS cord-303137-g2pe3ad8 164 10 when when WRB cord-303137-g2pe3ad8 164 11 the the DT cord-303137-g2pe3ad8 164 12 crisis crisis NN cord-303137-g2pe3ad8 164 13 passes pass VBZ cord-303137-g2pe3ad8 164 14 is be VBZ cord-303137-g2pe3ad8 164 15 currently currently RB cord-303137-g2pe3ad8 164 16 the the DT cord-303137-g2pe3ad8 164 17 limiting limit VBG cord-303137-g2pe3ad8 164 18 factor factor NN cord-303137-g2pe3ad8 164 19 for for IN cord-303137-g2pe3ad8 164 20 leadership leadership NN cord-303137-g2pe3ad8 164 21 in in IN cord-303137-g2pe3ad8 164 22 determining determine VBG cord-303137-g2pe3ad8 164 23 how how WRB cord-303137-g2pe3ad8 164 24 the the DT cord-303137-g2pe3ad8 164 25 risks risk NNS cord-303137-g2pe3ad8 164 26 we -PRON- PRP cord-303137-g2pe3ad8 164 27 all all DT cord-303137-g2pe3ad8 164 28 face face VBP cord-303137-g2pe3ad8 164 29 of of IN cord-303137-g2pe3ad8 164 30 getting get VBG cord-303137-g2pe3ad8 164 31 sick sick JJ cord-303137-g2pe3ad8 164 32 , , , cord-303137-g2pe3ad8 164 33 losing lose VBG cord-303137-g2pe3ad8 164 34 loved love VBN cord-303137-g2pe3ad8 164 35 ones one NNS cord-303137-g2pe3ad8 164 36 , , , cord-303137-g2pe3ad8 164 37 and and CC cord-303137-g2pe3ad8 164 38 losing lose VBG cord-303137-g2pe3ad8 164 39 our -PRON- PRP$ cord-303137-g2pe3ad8 164 40 livelihoods livelihood NNS cord-303137-g2pe3ad8 164 41 unfolds unfold VBZ cord-303137-g2pe3ad8 164 42 . . . cord-303137-g2pe3ad8 165 1 Historically historically RB cord-303137-g2pe3ad8 165 2 , , , cord-303137-g2pe3ad8 165 3 risk risk NN cord-303137-g2pe3ad8 165 4 distribution distribution NN cord-303137-g2pe3ad8 165 5 is be VBZ cord-303137-g2pe3ad8 165 6 a a DT cord-303137-g2pe3ad8 165 7 key key JJ cord-303137-g2pe3ad8 165 8 conceptual conceptual JJ cord-303137-g2pe3ad8 165 9 and and CC cord-303137-g2pe3ad8 165 10 economic economic JJ cord-303137-g2pe3ad8 165 11 feature feature NN cord-303137-g2pe3ad8 165 12 of of IN cord-303137-g2pe3ad8 165 13 machine machine NN cord-303137-g2pe3ad8 165 14 learning learning NN cord-303137-g2pe3ad8 165 15 applications application NNS cord-303137-g2pe3ad8 165 16 . . . cord-303137-g2pe3ad8 166 1 This this DT cord-303137-g2pe3ad8 166 2 type type NN cord-303137-g2pe3ad8 166 3 of of IN cord-303137-g2pe3ad8 166 4 risk risk NN cord-303137-g2pe3ad8 166 5 is be VBZ cord-303137-g2pe3ad8 166 6 not not RB cord-303137-g2pe3ad8 166 7 a a DT cord-303137-g2pe3ad8 166 8 natural natural JJ cord-303137-g2pe3ad8 166 9 phenomenon phenomenon NN cord-303137-g2pe3ad8 166 10 , , , cord-303137-g2pe3ad8 166 11 such such JJ cord-303137-g2pe3ad8 166 12 as as IN cord-303137-g2pe3ad8 166 13 where where WRB cord-303137-g2pe3ad8 166 14 lightning lightning NN cord-303137-g2pe3ad8 166 15 might may MD cord-303137-g2pe3ad8 166 16 strike strike VB cord-303137-g2pe3ad8 166 17 , , , cord-303137-g2pe3ad8 166 18 but but CC cord-303137-g2pe3ad8 166 19 a a DT cord-303137-g2pe3ad8 166 20 social social JJ cord-303137-g2pe3ad8 166 21 construction construction NN cord-303137-g2pe3ad8 166 22 of of IN cord-303137-g2pe3ad8 166 23 technocratic technocratic JJ cord-303137-g2pe3ad8 166 24 systems system NNS cord-303137-g2pe3ad8 166 25 through through IN cord-303137-g2pe3ad8 166 26 which which WDT cord-303137-g2pe3ad8 166 27 people people NNS cord-303137-g2pe3ad8 166 28 must must MD cord-303137-g2pe3ad8 166 29 pass pass VB cord-303137-g2pe3ad8 166 30 to to TO cord-303137-g2pe3ad8 166 31 have have VB cord-303137-g2pe3ad8 166 32 access access NN cord-303137-g2pe3ad8 166 33 to to IN cord-303137-g2pe3ad8 166 34 the the DT cord-303137-g2pe3ad8 166 35 economy economy NN cord-303137-g2pe3ad8 166 36 , , , cord-303137-g2pe3ad8 166 37 justice justice NN cord-303137-g2pe3ad8 166 38 system system NN cord-303137-g2pe3ad8 166 39 , , , cord-303137-g2pe3ad8 166 40 and and CC cord-303137-g2pe3ad8 166 41 health health NN cord-303137-g2pe3ad8 166 42 care care NN cord-303137-g2pe3ad8 166 43 . . . cord-303137-g2pe3ad8 167 1 Machine machine NN cord-303137-g2pe3ad8 167 2 learning learning NN cord-303137-g2pe3ad8 167 3 has have VBZ cord-303137-g2pe3ad8 167 4 already already RB cord-303137-g2pe3ad8 167 5 shaped shape VBN cord-303137-g2pe3ad8 167 6 the the DT cord-303137-g2pe3ad8 167 7 landscape landscape NN cord-303137-g2pe3ad8 167 8 on on IN cord-303137-g2pe3ad8 167 9 which which WDT cord-303137-g2pe3ad8 167 10 our -PRON- PRP$ cord-303137-g2pe3ad8 167 11 society society NN cord-303137-g2pe3ad8 167 12 is be VBZ cord-303137-g2pe3ad8 167 13 responding respond VBG cord-303137-g2pe3ad8 167 14 to to IN cord-303137-g2pe3ad8 167 15 the the DT cord-303137-g2pe3ad8 167 16 COVID-19 covid-19 JJ cord-303137-g2pe3ad8 167 17 pandemic pandemic NN cord-303137-g2pe3ad8 167 18 by by IN cord-303137-g2pe3ad8 167 19 distributing distribute VBG cord-303137-g2pe3ad8 167 20 risk risk NN cord-303137-g2pe3ad8 167 21 , , , cord-303137-g2pe3ad8 167 22 and and CC cord-303137-g2pe3ad8 167 23 the the DT cord-303137-g2pe3ad8 167 24 pandemic pandemic NN cord-303137-g2pe3ad8 167 25 has have VBZ cord-303137-g2pe3ad8 167 26 accelerated accelerate VBN cord-303137-g2pe3ad8 167 27 the the DT cord-303137-g2pe3ad8 167 28 role role NN cord-303137-g2pe3ad8 167 29 that that IN cord-303137-g2pe3ad8 167 30 data data NN cord-303137-g2pe3ad8 167 31 - - HYPH cord-303137-g2pe3ad8 167 32 driven drive VBN cord-303137-g2pe3ad8 167 33 technology technology NN cord-303137-g2pe3ad8 167 34 has have VBZ cord-303137-g2pe3ad8 167 35 in in IN cord-303137-g2pe3ad8 167 36 directly directly RB cord-303137-g2pe3ad8 167 37 determining determine VBG cord-303137-g2pe3ad8 167 38 the the DT cord-303137-g2pe3ad8 167 39 conditions condition NNS cord-303137-g2pe3ad8 167 40 of of IN cord-303137-g2pe3ad8 167 41 our -PRON- PRP$ cord-303137-g2pe3ad8 167 42 lives life NNS cord-303137-g2pe3ad8 167 43 . . . cord-303137-g2pe3ad8 168 1 However however RB cord-303137-g2pe3ad8 168 2 , , , cord-303137-g2pe3ad8 168 3 despite despite IN cord-303137-g2pe3ad8 168 4 the the DT cord-303137-g2pe3ad8 168 5 efficiency efficiency NN cord-303137-g2pe3ad8 168 6 and and CC cord-303137-g2pe3ad8 168 7 utility utility NN cord-303137-g2pe3ad8 168 8 promised promise VBN cord-303137-g2pe3ad8 168 9 by by IN cord-303137-g2pe3ad8 168 10 machine machine NN cord-303137-g2pe3ad8 168 11 learning learning NN cord-303137-g2pe3ad8 168 12 applications application NNS cord-303137-g2pe3ad8 168 13 , , , cord-303137-g2pe3ad8 168 14 there there EX cord-303137-g2pe3ad8 168 15 lurks lurk VBZ cord-303137-g2pe3ad8 168 16 a a DT cord-303137-g2pe3ad8 168 17 fundamental fundamental JJ cord-303137-g2pe3ad8 168 18 challenge challenge NN cord-303137-g2pe3ad8 168 19 : : : cord-303137-g2pe3ad8 168 20 are be VBP cord-303137-g2pe3ad8 168 21 machines machine NNS cord-303137-g2pe3ad8 168 22 good good JJ cord-303137-g2pe3ad8 168 23 for for IN cord-303137-g2pe3ad8 168 24 distributing distribute VBG cord-303137-g2pe3ad8 168 25 risk risk NN cord-303137-g2pe3ad8 168 26 in in IN cord-303137-g2pe3ad8 168 27 the the DT cord-303137-g2pe3ad8 168 28 ways way NNS cord-303137-g2pe3ad8 168 29 we -PRON- PRP cord-303137-g2pe3ad8 168 30 actually actually RB cord-303137-g2pe3ad8 168 31 should should MD cord-303137-g2pe3ad8 168 32 distribute distribute VB cord-303137-g2pe3ad8 168 33 it -PRON- PRP cord-303137-g2pe3ad8 168 34 ? ? . cord-303137-g2pe3ad8 169 1 Consider consider VB cord-303137-g2pe3ad8 169 2 for for IN cord-303137-g2pe3ad8 169 3 a a DT cord-303137-g2pe3ad8 169 4 moment moment NN cord-303137-g2pe3ad8 169 5 , , , cord-303137-g2pe3ad8 169 6 whether whether IN cord-303137-g2pe3ad8 169 7 it -PRON- PRP cord-303137-g2pe3ad8 169 8 is be VBZ cord-303137-g2pe3ad8 169 9 possible possible JJ cord-303137-g2pe3ad8 169 10 to to TO cord-303137-g2pe3ad8 169 11 build build VB cord-303137-g2pe3ad8 169 12 machine machine NN cord-303137-g2pe3ad8 169 13 learning learning NN cord-303137-g2pe3ad8 169 14 applications application NNS cord-303137-g2pe3ad8 169 15 that that WDT cord-303137-g2pe3ad8 169 16 distribute distribute VBP cord-303137-g2pe3ad8 169 17 risk risk NN cord-303137-g2pe3ad8 169 18 up up IN cord-303137-g2pe3ad8 169 19 the the DT cord-303137-g2pe3ad8 169 20 socioeconomic socioeconomic JJ cord-303137-g2pe3ad8 169 21 ladder ladder NN cord-303137-g2pe3ad8 169 22 rather rather RB cord-303137-g2pe3ad8 169 23 than than IN cord-303137-g2pe3ad8 169 24 down down RB cord-303137-g2pe3ad8 169 25 . . . cord-303137-g2pe3ad8 170 1 Not not RB cord-303137-g2pe3ad8 170 2 just just RB cord-303137-g2pe3ad8 170 3 ' ' '' cord-303137-g2pe3ad8 170 4 ' ' '' cord-303137-g2pe3ad8 170 5 is be VBZ cord-303137-g2pe3ad8 170 6 it -PRON- PRP cord-303137-g2pe3ad8 170 7 conceivable conceivable JJ cord-303137-g2pe3ad8 170 8 , , , cord-303137-g2pe3ad8 170 9 ' ' '' cord-303137-g2pe3ad8 170 10 ' ' '' cord-303137-g2pe3ad8 171 1 but but CC cord-303137-g2pe3ad8 171 2 would would MD cord-303137-g2pe3ad8 171 3 those those DT cord-303137-g2pe3ad8 171 4 of of IN cord-303137-g2pe3ad8 171 5 us -PRON- PRP cord-303137-g2pe3ad8 171 6 involved involved JJ cord-303137-g2pe3ad8 171 7 in in IN cord-303137-g2pe3ad8 171 8 the the DT cord-303137-g2pe3ad8 171 9 research research NN cord-303137-g2pe3ad8 171 10 and and CC cord-303137-g2pe3ad8 171 11 development development NN cord-303137-g2pe3ad8 171 12 of of IN cord-303137-g2pe3ad8 171 13 these these DT cord-303137-g2pe3ad8 171 14 technologies technology NNS cord-303137-g2pe3ad8 171 15 know know VBP cord-303137-g2pe3ad8 171 16 what what WP cord-303137-g2pe3ad8 171 17 that that DT cord-303137-g2pe3ad8 171 18 looks look VBZ cord-303137-g2pe3ad8 171 19 like like IN cord-303137-g2pe3ad8 171 20 and and CC cord-303137-g2pe3ad8 171 21 how how WRB cord-303137-g2pe3ad8 171 22 to to TO cord-303137-g2pe3ad8 171 23 get get VB cord-303137-g2pe3ad8 171 24 there there RB cord-303137-g2pe3ad8 171 25 ? ? . cord-303137-g2pe3ad8 172 1 This this DT cord-303137-g2pe3ad8 172 2 would would MD cord-303137-g2pe3ad8 172 3 , , , cord-303137-g2pe3ad8 172 4 in in IN cord-303137-g2pe3ad8 172 5 part part NN cord-303137-g2pe3ad8 172 6 , , , cord-303137-g2pe3ad8 172 7 look look VB cord-303137-g2pe3ad8 172 8 like like IN cord-303137-g2pe3ad8 172 9 subverting subvert VBG cord-303137-g2pe3ad8 172 10 existing exist VBG cord-303137-g2pe3ad8 172 11 power power NN cord-303137-g2pe3ad8 172 12 hierarchies hierarchy NNS cord-303137-g2pe3ad8 172 13 , , , cord-303137-g2pe3ad8 172 14 as as IN cord-303137-g2pe3ad8 172 15 demonstration demonstration NN cord-303137-g2pe3ad8 172 16 projects project NNS cord-303137-g2pe3ad8 172 17 tracking track VBG cord-303137-g2pe3ad8 172 18 white white JJ cord-303137-g2pe3ad8 172 19 - - HYPH cord-303137-g2pe3ad8 172 20 collar collar NN cord-303137-g2pe3ad8 172 21 crime crime NN cord-303137-g2pe3ad8 172 22 zones zone NNS cord-303137-g2pe3ad8 172 23 have have VBP cord-303137-g2pe3ad8 172 24 done do VBN cord-303137-g2pe3ad8 172 25 . . . cord-303137-g2pe3ad8 173 1 32 32 CD cord-303137-g2pe3ad8 174 1 It -PRON- PRP cord-303137-g2pe3ad8 174 2 would would MD cord-303137-g2pe3ad8 174 3 also also RB cord-303137-g2pe3ad8 174 4 look look VB cord-303137-g2pe3ad8 174 5 like like IN cord-303137-g2pe3ad8 174 6 reconfiguring reconfigure VBG cord-303137-g2pe3ad8 174 7 who who WP cord-303137-g2pe3ad8 174 8 builds build VBZ cord-303137-g2pe3ad8 174 9 machine machine NN cord-303137-g2pe3ad8 174 10 learning learning NN cord-303137-g2pe3ad8 174 11 applications application NNS cord-303137-g2pe3ad8 174 12 ( ( -LRB- cord-303137-g2pe3ad8 174 13 machine machine NN cord-303137-g2pe3ad8 174 14 learning learning NN cord-303137-g2pe3ad8 174 15 teams team NNS cord-303137-g2pe3ad8 174 16 in in IN cord-303137-g2pe3ad8 174 17 industry industry NN cord-303137-g2pe3ad8 174 18 , , , cord-303137-g2pe3ad8 174 19 and and CC cord-303137-g2pe3ad8 174 20 corporate corporate JJ cord-303137-g2pe3ad8 174 21 ethics ethic NNS cord-303137-g2pe3ad8 174 22 teams team NNS cord-303137-g2pe3ad8 174 23 , , , cord-303137-g2pe3ad8 174 24 have have VBP cord-303137-g2pe3ad8 174 25 had have VBN cord-303137-g2pe3ad8 174 26 notorious notorious JJ cord-303137-g2pe3ad8 174 27 difficulties difficulty NNS cord-303137-g2pe3ad8 174 28 retaining retain VBG cord-303137-g2pe3ad8 174 29 Black Black NNP cord-303137-g2pe3ad8 174 30 and and CC cord-303137-g2pe3ad8 174 31 Latinx Latinx NNP cord-303137-g2pe3ad8 174 32 team team NN cord-303137-g2pe3ad8 174 33 members member NNS cord-303137-g2pe3ad8 174 34 ) ) -RRB- cord-303137-g2pe3ad8 174 35 77 77 CD cord-303137-g2pe3ad8 174 36 and and CC cord-303137-g2pe3ad8 174 37 how how WRB cord-303137-g2pe3ad8 174 38 they -PRON- PRP cord-303137-g2pe3ad8 174 39 are be VBP cord-303137-g2pe3ad8 174 40 governed govern VBN cord-303137-g2pe3ad8 174 41 . . . cord-303137-g2pe3ad8 175 1 If if IN cord-303137-g2pe3ad8 175 2 not not RB cord-303137-g2pe3ad8 175 3 , , , cord-303137-g2pe3ad8 175 4 then then RB cord-303137-g2pe3ad8 175 5 is be VBZ cord-303137-g2pe3ad8 175 6 it -PRON- PRP cord-303137-g2pe3ad8 175 7 just just RB cord-303137-g2pe3ad8 175 8 to to TO cord-303137-g2pe3ad8 175 9 build build VB cord-303137-g2pe3ad8 175 10 high high JJ cord-303137-g2pe3ad8 175 11 - - HYPH cord-303137-g2pe3ad8 175 12 tech tech NN cord-303137-g2pe3ad8 175 13 pandemic pandemic NN cord-303137-g2pe3ad8 175 14 solutions solution NNS cord-303137-g2pe3ad8 175 15 that that WDT cord-303137-g2pe3ad8 175 16 distribute distribute VBP cord-303137-g2pe3ad8 175 17 risk risk NN cord-303137-g2pe3ad8 175 18 only only RB cord-303137-g2pe3ad8 175 19 downward downward RB cord-303137-g2pe3ad8 175 20 ? ? . cord-303137-g2pe3ad8 176 1 Approaches approach NNS cord-303137-g2pe3ad8 176 2 that that WDT cord-303137-g2pe3ad8 176 3 can can MD cord-303137-g2pe3ad8 176 4 identify identify VB cord-303137-g2pe3ad8 176 5 and and CC cord-303137-g2pe3ad8 176 6 redistribute redistribute VB cord-303137-g2pe3ad8 176 7 risk risk NN cord-303137-g2pe3ad8 176 8 so so IN cord-303137-g2pe3ad8 176 9 that that IN cord-303137-g2pe3ad8 176 10 it -PRON- PRP cord-303137-g2pe3ad8 176 11 does do VBZ cord-303137-g2pe3ad8 176 12 not not RB cord-303137-g2pe3ad8 176 13 fall fall VB cord-303137-g2pe3ad8 176 14 disproportionately disproportionately RB cord-303137-g2pe3ad8 176 15 on on IN cord-303137-g2pe3ad8 176 16 those those DT cord-303137-g2pe3ad8 176 17 least least JJS cord-303137-g2pe3ad8 176 18 able able JJ cord-303137-g2pe3ad8 176 19 to to TO cord-303137-g2pe3ad8 176 20 bear bear VB cord-303137-g2pe3ad8 176 21 its -PRON- PRP$ cord-303137-g2pe3ad8 176 22 burden burden NN cord-303137-g2pe3ad8 176 23 exist exist VBP cord-303137-g2pe3ad8 176 24 , , , cord-303137-g2pe3ad8 176 25 72 72 CD cord-303137-g2pe3ad8 176 26 but but CC cord-303137-g2pe3ad8 176 27 are be VBP cord-303137-g2pe3ad8 176 28 not not RB cord-303137-g2pe3ad8 176 29 required require VBN cord-303137-g2pe3ad8 176 30 to to TO cord-303137-g2pe3ad8 176 31 be be VB cord-303137-g2pe3ad8 176 32 brought bring VBN cord-303137-g2pe3ad8 176 33 into into IN cord-303137-g2pe3ad8 176 34 practice practice NN cord-303137-g2pe3ad8 176 35 . . . cord-303137-g2pe3ad8 177 1 Inside inside IN cord-303137-g2pe3ad8 177 2 tech tech NN cord-303137-g2pe3ad8 177 3 firms firm NNS cord-303137-g2pe3ad8 177 4 , , , cord-303137-g2pe3ad8 177 5 choices choice NNS cord-303137-g2pe3ad8 177 6 about about IN cord-303137-g2pe3ad8 177 7 investing invest VBG cord-303137-g2pe3ad8 177 8 in in IN cord-303137-g2pe3ad8 177 9 upside upside JJ cord-303137-g2pe3ad8 177 10 benefit benefit NN cord-303137-g2pe3ad8 177 11 over over IN cord-303137-g2pe3ad8 177 12 limiting limit VBG cord-303137-g2pe3ad8 177 13 downside downside JJ cord-303137-g2pe3ad8 177 14 risk risk NN cord-303137-g2pe3ad8 177 15 get get VB cord-303137-g2pe3ad8 177 16 made make VBN cord-303137-g2pe3ad8 177 17 at at IN cord-303137-g2pe3ad8 177 18 the the DT cord-303137-g2pe3ad8 177 19 top top NN cord-303137-g2pe3ad8 177 20 , , , cord-303137-g2pe3ad8 177 21 as as IN cord-303137-g2pe3ad8 177 22 do do VBP cord-303137-g2pe3ad8 177 23 decisions decision NNS cord-303137-g2pe3ad8 177 24 about about IN cord-303137-g2pe3ad8 177 25 how how WRB cord-303137-g2pe3ad8 177 26 much much JJ cord-303137-g2pe3ad8 177 27 time time NN cord-303137-g2pe3ad8 177 28 , , , cord-303137-g2pe3ad8 177 29 energy energy NN cord-303137-g2pe3ad8 177 30 , , , cord-303137-g2pe3ad8 177 31 and and CC cord-303137-g2pe3ad8 177 32 cost cost VBD cord-303137-g2pe3ad8 177 33 to to TO cord-303137-g2pe3ad8 177 34 invest invest VB cord-303137-g2pe3ad8 177 35 into into IN cord-303137-g2pe3ad8 177 36 context context NN cord-303137-g2pe3ad8 177 37 alignment alignment NN cord-303137-g2pe3ad8 177 38 . . . cord-303137-g2pe3ad8 178 1 As as IN cord-303137-g2pe3ad8 178 2 our -PRON- PRP$ cord-303137-g2pe3ad8 178 3 research research NN cord-303137-g2pe3ad8 178 4 indicates indicate VBZ cord-303137-g2pe3ad8 178 5 , , , cord-303137-g2pe3ad8 178 6 without without IN cord-303137-g2pe3ad8 178 7 clear clear JJ cord-303137-g2pe3ad8 178 8 signals signal NNS cord-303137-g2pe3ad8 178 9 from from IN cord-303137-g2pe3ad8 178 10 the the DT cord-303137-g2pe3ad8 178 11 CEO ceo NN cord-303137-g2pe3ad8 178 12 that that IN cord-303137-g2pe3ad8 178 13 efforts effort NNS cord-303137-g2pe3ad8 178 14 to to TO cord-303137-g2pe3ad8 178 15 enact enact VB cord-303137-g2pe3ad8 178 16 good good JJ cord-303137-g2pe3ad8 178 17 governance governance NN cord-303137-g2pe3ad8 178 18 , , , cord-303137-g2pe3ad8 178 19 build build VB cord-303137-g2pe3ad8 178 20 products product NNS cord-303137-g2pe3ad8 178 21 with with IN cord-303137-g2pe3ad8 178 22 responsible responsible JJ cord-303137-g2pe3ad8 178 23 safeguards safeguard NNS cord-303137-g2pe3ad8 178 24 , , , cord-303137-g2pe3ad8 178 25 and and CC cord-303137-g2pe3ad8 178 26 prioritize prioritize VB cord-303137-g2pe3ad8 178 27 users user NNS cord-303137-g2pe3ad8 178 28 ' ' POS cord-303137-g2pe3ad8 178 29 rights right NNS cord-303137-g2pe3ad8 178 30 would would MD cord-303137-g2pe3ad8 178 31 not not RB cord-303137-g2pe3ad8 178 32 be be VB cord-303137-g2pe3ad8 178 33 scrapped scrap VBN cord-303137-g2pe3ad8 178 34 for for IN cord-303137-g2pe3ad8 178 35 a a DT cord-303137-g2pe3ad8 178 36 bottom bottom JJ cord-303137-g2pe3ad8 178 37 - - HYPH cord-303137-g2pe3ad8 178 38 line line NN cord-303137-g2pe3ad8 178 39 calculation calculation NN cord-303137-g2pe3ad8 178 40 , , , cord-303137-g2pe3ad8 178 41 those those DT cord-303137-g2pe3ad8 178 42 efforts effort NNS cord-303137-g2pe3ad8 178 43 can can MD cord-303137-g2pe3ad8 178 44 not not RB cord-303137-g2pe3ad8 178 45 amount amount VB cord-303137-g2pe3ad8 178 46 to to IN cord-303137-g2pe3ad8 178 47 much much JJ cord-303137-g2pe3ad8 178 48 . . . cord-303137-g2pe3ad8 179 1 62 62 CD cord-303137-g2pe3ad8 180 1 In in IN cord-303137-g2pe3ad8 180 2 recent recent JJ cord-303137-g2pe3ad8 180 3 years year NNS cord-303137-g2pe3ad8 180 4 , , , cord-303137-g2pe3ad8 180 5 activist activist NN cord-303137-g2pe3ad8 180 6 employees employee NNS cord-303137-g2pe3ad8 180 7 and and CC cord-303137-g2pe3ad8 180 8 a a DT cord-303137-g2pe3ad8 180 9 vigilant vigilant JJ cord-303137-g2pe3ad8 180 10 public public NN cord-303137-g2pe3ad8 180 11 have have VBP cord-303137-g2pe3ad8 180 12 provided provide VBN cord-303137-g2pe3ad8 180 13 a a DT cord-303137-g2pe3ad8 180 14 check check NN cord-303137-g2pe3ad8 180 15 73 73 CD cord-303137-g2pe3ad8 180 16 on on IN cord-303137-g2pe3ad8 180 17 some some DT cord-303137-g2pe3ad8 180 18 companies company NNS cord-303137-g2pe3ad8 180 19 when when WRB cord-303137-g2pe3ad8 180 20 their -PRON- PRP$ cord-303137-g2pe3ad8 180 21 CEOs ceo NNS cord-303137-g2pe3ad8 180 22 pursue pursue VBP cord-303137-g2pe3ad8 180 23 contracts contract NNS cord-303137-g2pe3ad8 180 24 with with IN cord-303137-g2pe3ad8 180 25 repressive repressive JJ cord-303137-g2pe3ad8 180 26 regimes regime NNS cord-303137-g2pe3ad8 180 27 or or CC cord-303137-g2pe3ad8 180 28 military military JJ cord-303137-g2pe3ad8 180 29 applications application NNS cord-303137-g2pe3ad8 180 30 . . . cord-303137-g2pe3ad8 181 1 But but CC cord-303137-g2pe3ad8 181 2 not not RB cord-303137-g2pe3ad8 181 3 all all DT cord-303137-g2pe3ad8 181 4 companies company NNS cord-303137-g2pe3ad8 181 5 have have VBP cord-303137-g2pe3ad8 181 6 experienced experience VBN cord-303137-g2pe3ad8 181 7 this this DT cord-303137-g2pe3ad8 181 8 kind kind NN cord-303137-g2pe3ad8 181 9 of of IN cord-303137-g2pe3ad8 181 10 pressure pressure NN cord-303137-g2pe3ad8 181 11 internally internally RB cord-303137-g2pe3ad8 181 12 , , , cord-303137-g2pe3ad8 181 13 and and CC cord-303137-g2pe3ad8 181 14 others other NNS cord-303137-g2pe3ad8 181 15 have have VBP cord-303137-g2pe3ad8 181 16 not not RB cord-303137-g2pe3ad8 181 17 proven prove VBN cord-303137-g2pe3ad8 181 18 response response NN cord-303137-g2pe3ad8 181 19 when when WRB cord-303137-g2pe3ad8 181 20 faced face VBN cord-303137-g2pe3ad8 181 21 with with IN cord-303137-g2pe3ad8 181 22 it -PRON- PRP cord-303137-g2pe3ad8 181 23 . . . cord-303137-g2pe3ad8 182 1 Some some DT cord-303137-g2pe3ad8 182 2 of of IN cord-303137-g2pe3ad8 182 3 the the DT cord-303137-g2pe3ad8 182 4 most most RBS cord-303137-g2pe3ad8 182 5 recalcitrant recalcitrant JJ cord-303137-g2pe3ad8 182 6 of of IN cord-303137-g2pe3ad8 182 7 these these DT cord-303137-g2pe3ad8 182 8 companies company NNS cord-303137-g2pe3ad8 182 9 are be VBP cord-303137-g2pe3ad8 182 10 in in IN cord-303137-g2pe3ad8 182 11 the the DT cord-303137-g2pe3ad8 182 12 running running NN cord-303137-g2pe3ad8 182 13 for for IN cord-303137-g2pe3ad8 182 14 contracts contract NNS cord-303137-g2pe3ad8 182 15 applying apply VBG cord-303137-g2pe3ad8 182 16 machine machine NN cord-303137-g2pe3ad8 182 17 learning learn VBG cord-303137-g2pe3ad8 182 18 to to IN cord-303137-g2pe3ad8 182 19 the the DT cord-303137-g2pe3ad8 182 20 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 182 21 pandemic pandemic NN cord-303137-g2pe3ad8 182 22 , , , cord-303137-g2pe3ad8 182 23 and and CC cord-303137-g2pe3ad8 182 24 will will MD cord-303137-g2pe3ad8 182 25 require require VB cord-303137-g2pe3ad8 182 26 a a DT cord-303137-g2pe3ad8 182 27 different different JJ cord-303137-g2pe3ad8 182 28 form form NN cord-303137-g2pe3ad8 182 29 of of IN cord-303137-g2pe3ad8 182 30 pressure pressure NN cord-303137-g2pe3ad8 182 31 to to TO cord-303137-g2pe3ad8 182 32 conform conform VB cord-303137-g2pe3ad8 182 33 to to IN cord-303137-g2pe3ad8 182 34 expectations expectation NNS cord-303137-g2pe3ad8 182 35 for for IN cord-303137-g2pe3ad8 182 36 the the DT cord-303137-g2pe3ad8 182 37 responsible responsible JJ cord-303137-g2pe3ad8 182 38 deployment deployment NN cord-303137-g2pe3ad8 182 39 of of IN cord-303137-g2pe3ad8 182 40 such such PDT cord-303137-g2pe3ad8 182 41 a a DT cord-303137-g2pe3ad8 182 42 system system NN cord-303137-g2pe3ad8 182 43 - - : cord-303137-g2pe3ad8 182 44 if if IN cord-303137-g2pe3ad8 182 45 this this DT cord-303137-g2pe3ad8 182 46 is be VBZ cord-303137-g2pe3ad8 182 47 even even RB cord-303137-g2pe3ad8 182 48 possible possible JJ cord-303137-g2pe3ad8 182 49 . . . cord-303137-g2pe3ad8 183 1 Risk Risk NNP cord-303137-g2pe3ad8 183 2 Society Society NNP cord-303137-g2pe3ad8 183 3 : : : cord-303137-g2pe3ad8 183 4 Towards towards IN cord-303137-g2pe3ad8 183 5 a a DT cord-303137-g2pe3ad8 183 6 New new JJ cord-303137-g2pe3ad8 183 7 Modernity modernity NN cord-303137-g2pe3ad8 183 8 ( ( -LRB- cord-303137-g2pe3ad8 183 9 Sage Sage NNP cord-303137-g2pe3ad8 183 10 Publications Publications NNPS cord-303137-g2pe3ad8 183 11 ) ) -RRB- cord-303137-g2pe3ad8 183 12 , , , cord-303137-g2pe3ad8 183 13 p. p. NN cord-303137-g2pe3ad8 183 14 260 260 CD cord-303137-g2pe3ad8 184 1 , , , cord-303137-g2pe3ad8 184 2 Theory theory NN cord-303137-g2pe3ad8 184 3 , , , cord-303137-g2pe3ad8 184 4 culture culture NN cord-303137-g2pe3ad8 184 5 & & CC cord-303137-g2pe3ad8 184 6 society society NN cord-303137-g2pe3ad8 184 7 Blaming blame VBG cord-303137-g2pe3ad8 184 8 China China NNP cord-303137-g2pe3ad8 184 9 for for IN cord-303137-g2pe3ad8 184 10 Coronavirus Coronavirus NNP cord-303137-g2pe3ad8 184 11 Is be VBZ cord-303137-g2pe3ad8 184 12 n't not RB cord-303137-g2pe3ad8 184 13 Just just RB cord-303137-g2pe3ad8 184 14 Dangerous dangerous JJ cord-303137-g2pe3ad8 184 15 . . . cord-303137-g2pe3ad8 185 1 It -PRON- PRP cord-303137-g2pe3ad8 185 2 Misses miss VBZ cord-303137-g2pe3ad8 185 3 the the DT cord-303137-g2pe3ad8 185 4 Point Point NNP cord-303137-g2pe3ad8 185 5 | | : cord-303137-g2pe3ad8 185 6 Andrew Andrew NNP cord-303137-g2pe3ad8 185 7 Liu Liu NNP cord-303137-g2pe3ad8 186 1 ( ( -LRB- cord-303137-g2pe3ad8 186 2 The the DT cord-303137-g2pe3ad8 186 3 Guardian Guardian NNP cord-303137-g2pe3ad8 187 1 Where where WRB cord-303137-g2pe3ad8 187 2 's be VBZ cord-303137-g2pe3ad8 187 3 the the DT cord-303137-g2pe3ad8 187 4 Data data NN cord-303137-g2pe3ad8 187 5 ? ? . cord-303137-g2pe3ad8 188 1 We -PRON- PRP cord-303137-g2pe3ad8 188 2 Need need VBP cord-303137-g2pe3ad8 188 3 to to TO cord-303137-g2pe3ad8 188 4 Know know VB cord-303137-g2pe3ad8 188 5 How how WRB cord-303137-g2pe3ad8 188 6 Many many JJ cord-303137-g2pe3ad8 188 7 Black black JJ cord-303137-g2pe3ad8 188 8 People People NNS cord-303137-g2pe3ad8 188 9 Are be VBP cord-303137-g2pe3ad8 188 10 Dying die VBG cord-303137-g2pe3ad8 188 11 from from IN cord-303137-g2pe3ad8 188 12 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 188 13 ( ( -LRB- cord-303137-g2pe3ad8 188 14 Essence essence NN cord-303137-g2pe3ad8 188 15 ) ) -RRB- cord-303137-g2pe3ad8 189 1 The the DT cord-303137-g2pe3ad8 189 2 complexity complexity NN cord-303137-g2pe3ad8 189 3 and and CC cord-303137-g2pe3ad8 189 4 cost cost NN cord-303137-g2pe3ad8 189 5 of of IN cord-303137-g2pe3ad8 189 6 vaccine vaccine NN cord-303137-g2pe3ad8 189 7 manufacturing manufacturing NN cord-303137-g2pe3ad8 189 8 -an -an CD cord-303137-g2pe3ad8 189 9 overview overview NN cord-303137-g2pe3ad8 190 1 Paid pay VBN cord-303137-g2pe3ad8 190 2 Sick Sick NNP cord-303137-g2pe3ad8 190 3 Leave leave NN cord-303137-g2pe3ad8 190 4 Flattens flatten VBZ cord-303137-g2pe3ad8 190 5 the the DT cord-303137-g2pe3ad8 190 6 Curve Curve NNP cord-303137-g2pe3ad8 190 7 -Data -Data NNP cord-303137-g2pe3ad8 190 8 & & CC cord-303137-g2pe3ad8 190 9 Society Society NNP cord-303137-g2pe3ad8 190 10 : : : cord-303137-g2pe3ad8 191 1 Points point NNS cord-303137-g2pe3ad8 192 1 [ [ -LRB- cord-303137-g2pe3ad8 192 2 Internet internet NN cord-303137-g2pe3ad8 192 3 Automating automate VBG cord-303137-g2pe3ad8 192 4 Inequality inequality NN cord-303137-g2pe3ad8 192 5 : : : cord-303137-g2pe3ad8 193 1 How how WRB cord-303137-g2pe3ad8 193 2 High high JJ cord-303137-g2pe3ad8 193 3 - - HYPH cord-303137-g2pe3ad8 193 4 Tech tech NN cord-303137-g2pe3ad8 193 5 Tools Tools NNPS cord-303137-g2pe3ad8 193 6 Profile Profile NNP cord-303137-g2pe3ad8 193 7 , , , cord-303137-g2pe3ad8 193 8 Police Police NNS cord-303137-g2pe3ad8 193 9 , , , cord-303137-g2pe3ad8 193 10 and and CC cord-303137-g2pe3ad8 193 11 Punish punish VB cord-303137-g2pe3ad8 193 12 the the DT cord-303137-g2pe3ad8 193 13 Poor Poor NNP cord-303137-g2pe3ad8 193 14 Captivating Captivating NNP cord-303137-g2pe3ad8 193 15 Technology Technology NNP cord-303137-g2pe3ad8 193 16 : : : cord-303137-g2pe3ad8 193 17 Race race NN cord-303137-g2pe3ad8 193 18 , , , cord-303137-g2pe3ad8 193 19 Carceral Carceral NNP cord-303137-g2pe3ad8 193 20 Technoscience Technoscience NNP cord-303137-g2pe3ad8 193 21 , , , cord-303137-g2pe3ad8 193 22 and and CC cord-303137-g2pe3ad8 193 23 Liberatory Liberatory NNP cord-303137-g2pe3ad8 193 24 Imagination imagination NN cord-303137-g2pe3ad8 193 25 in in IN cord-303137-g2pe3ad8 193 26 Everyday Everyday NNP cord-303137-g2pe3ad8 193 27 Life Life NNP cord-303137-g2pe3ad8 193 28 Unemployment unemployment NN cord-303137-g2pe3ad8 193 29 Checks check NNS cord-303137-g2pe3ad8 193 30 Are be VBP cord-303137-g2pe3ad8 193 31 Being be VBG cord-303137-g2pe3ad8 193 32 Held hold VBN cord-303137-g2pe3ad8 193 33 up up RP cord-303137-g2pe3ad8 193 34 by by IN cord-303137-g2pe3ad8 193 35 a a DT cord-303137-g2pe3ad8 193 36 Coding coding NN cord-303137-g2pe3ad8 193 37 Language language NN cord-303137-g2pe3ad8 194 1 Almost almost RB cord-303137-g2pe3ad8 194 2 Nobody nobody NN cord-303137-g2pe3ad8 194 3 Knows know VBZ cord-303137-g2pe3ad8 195 1 ( ( -LRB- cord-303137-g2pe3ad8 195 2 The the DT cord-303137-g2pe3ad8 195 3 Verge Verge NNP cord-303137-g2pe3ad8 196 1 The the DT cord-303137-g2pe3ad8 196 2 productive productive JJ cord-303137-g2pe3ad8 196 3 life life NN cord-303137-g2pe3ad8 196 4 of of IN cord-303137-g2pe3ad8 196 5 risk risk NN cord-303137-g2pe3ad8 196 6 Algorithmic Algorithmic NNP cord-303137-g2pe3ad8 196 7 Bias Bias NNP cord-303137-g2pe3ad8 196 8 : : : cord-303137-g2pe3ad8 196 9 From from IN cord-303137-g2pe3ad8 196 10 Discrimination Discrimination NNP cord-303137-g2pe3ad8 196 11 Discovery Discovery NNP cord-303137-g2pe3ad8 196 12 to to IN cord-303137-g2pe3ad8 196 13 Fairness Fairness NNP cord-303137-g2pe3ad8 196 14 - - HYPH cord-303137-g2pe3ad8 196 15 Aware Aware NNP cord-303137-g2pe3ad8 196 16 Data Data NNPS cord-303137-g2pe3ad8 196 17 Mining Mining NNP cord-303137-g2pe3ad8 196 18 Gender Gender NNP cord-303137-g2pe3ad8 196 19 Shades Shades NNPS cord-303137-g2pe3ad8 196 20 : : : cord-303137-g2pe3ad8 196 21 Intersectional Intersectional NNP cord-303137-g2pe3ad8 196 22 Accuracy Accuracy NNP cord-303137-g2pe3ad8 196 23 Disparities Disparities NNPS cord-303137-g2pe3ad8 196 24 in in IN cord-303137-g2pe3ad8 196 25 Commercial Commercial NNP cord-303137-g2pe3ad8 196 26 Gender Gender NNP cord-303137-g2pe3ad8 196 27 Classification Classification NNP cord-303137-g2pe3ad8 196 28 Algorithmic Algorithmic NNP cord-303137-g2pe3ad8 196 29 injustices injustice NNS cord-303137-g2pe3ad8 196 30 : : : cord-303137-g2pe3ad8 196 31 towards towards IN cord-303137-g2pe3ad8 196 32 a a DT cord-303137-g2pe3ad8 196 33 relational relational JJ cord-303137-g2pe3ad8 196 34 ethics ethic NNS cord-303137-g2pe3ad8 196 35 AI AI NNP cord-303137-g2pe3ad8 196 36 Weekly Weekly NNP cord-303137-g2pe3ad8 196 37 : : : cord-303137-g2pe3ad8 197 1 A a DT cord-303137-g2pe3ad8 197 2 Deep Deep NNP cord-303137-g2pe3ad8 197 3 Learning Learning NNP cord-303137-g2pe3ad8 197 4 Pioneer Pioneer NNP cord-303137-g2pe3ad8 197 5 's 's POS cord-303137-g2pe3ad8 197 6 Teachable teachable JJ cord-303137-g2pe3ad8 197 7 Moment moment NN cord-303137-g2pe3ad8 197 8 on on IN cord-303137-g2pe3ad8 197 9 AI AI NNP cord-303137-g2pe3ad8 197 10 Bias Bias NNP cord-303137-g2pe3ad8 197 11 ( ( -LRB- cord-303137-g2pe3ad8 197 12 VentureBeat VentureBeat NNP cord-303137-g2pe3ad8 197 13 ) ) -RRB- cord-303137-g2pe3ad8 198 1 Pandemic pandemic NN cord-303137-g2pe3ad8 198 2 : : : cord-303137-g2pe3ad8 198 3 Tracking Tracking NNP cord-303137-g2pe3ad8 198 4 Contagions Contagions NNPS cord-303137-g2pe3ad8 198 5 , , , cord-303137-g2pe3ad8 198 6 from from IN cord-303137-g2pe3ad8 198 7 Cholera cholera NN cord-303137-g2pe3ad8 198 8 to to IN cord-303137-g2pe3ad8 198 9 Ebola Ebola NNP cord-303137-g2pe3ad8 198 10 and and CC cord-303137-g2pe3ad8 198 11 beyond beyond IN cord-303137-g2pe3ad8 198 12 ( ( -LRB- cord-303137-g2pe3ad8 198 13 Farrar Farrar NNP cord-303137-g2pe3ad8 198 14 , , , cord-303137-g2pe3ad8 198 15 Straus Straus NNP cord-303137-g2pe3ad8 198 16 and and CC cord-303137-g2pe3ad8 198 17 Giroux Giroux NNP cord-303137-g2pe3ad8 198 18 ) ) -RRB- cord-303137-g2pe3ad8 199 1 Gig Gig NNP cord-303137-g2pe3ad8 199 2 Work work NN cord-303137-g2pe3ad8 199 3 Used use VBN cord-303137-g2pe3ad8 199 4 to to TO cord-303137-g2pe3ad8 199 5 Be be VB cord-303137-g2pe3ad8 199 6 a a DT cord-303137-g2pe3ad8 199 7 Recession recession NN cord-303137-g2pe3ad8 199 8 - - HYPH cord-303137-g2pe3ad8 199 9 Proof Proof NNP cord-303137-g2pe3ad8 199 10 Safety Safety NNP cord-303137-g2pe3ad8 199 11 Net Net NNP cord-303137-g2pe3ad8 200 1 Our -PRON- PRP$ cord-303137-g2pe3ad8 200 2 Weird weird JJ cord-303137-g2pe3ad8 200 3 Behavior Behavior NNP cord-303137-g2pe3ad8 200 4 during during IN cord-303137-g2pe3ad8 200 5 the the DT cord-303137-g2pe3ad8 200 6 Pandemic Pandemic NNP cord-303137-g2pe3ad8 200 7 Is be VBZ cord-303137-g2pe3ad8 200 8 Messing mess VBG cord-303137-g2pe3ad8 200 9 with with IN cord-303137-g2pe3ad8 200 10 AI AI NNP cord-303137-g2pe3ad8 200 11 Models Models NNPS cord-303137-g2pe3ad8 200 12 ( ( -LRB- cord-303137-g2pe3ad8 200 13 MIT MIT NNP cord-303137-g2pe3ad8 200 14 Technology Technology NNP cord-303137-g2pe3ad8 200 15 Review Review NNP cord-303137-g2pe3ad8 200 16 Consumer Consumer NNP cord-303137-g2pe3ad8 200 17 credit credit NN cord-303137-g2pe3ad8 200 18 - - HYPH cord-303137-g2pe3ad8 200 19 risk risk NN cord-303137-g2pe3ad8 200 20 models model NNS cord-303137-g2pe3ad8 200 21 via via IN cord-303137-g2pe3ad8 200 22 machine machine NN cord-303137-g2pe3ad8 200 23 - - HYPH cord-303137-g2pe3ad8 200 24 learning learn VBG cord-303137-g2pe3ad8 200 25 algorithms algorithm NNS cord-303137-g2pe3ad8 200 26 Predicting predict VBG cord-303137-g2pe3ad8 200 27 risk risk NN cord-303137-g2pe3ad8 200 28 of of IN cord-303137-g2pe3ad8 200 29 suicide suicide NN cord-303137-g2pe3ad8 200 30 attempts attempt NNS cord-303137-g2pe3ad8 200 31 over over IN cord-303137-g2pe3ad8 200 32 time time NN cord-303137-g2pe3ad8 200 33 through through IN cord-303137-g2pe3ad8 200 34 machine machine NN cord-303137-g2pe3ad8 200 35 learning learn VBG cord-303137-g2pe3ad8 200 36 Uberland Uberland NNP cord-303137-g2pe3ad8 200 37 : : : cord-303137-g2pe3ad8 201 1 How how WRB cord-303137-g2pe3ad8 201 2 Algorithms algorithm NNS cord-303137-g2pe3ad8 201 3 Are be VBP cord-303137-g2pe3ad8 201 4 Rewriting rewrite VBG cord-303137-g2pe3ad8 201 5 the the DT cord-303137-g2pe3ad8 201 6 Rules rule NNS cord-303137-g2pe3ad8 201 7 of of IN cord-303137-g2pe3ad8 201 8 Work work NN cord-303137-g2pe3ad8 202 1 A a DT cord-303137-g2pe3ad8 202 2 few few JJ cord-303137-g2pe3ad8 202 3 useful useful JJ cord-303137-g2pe3ad8 202 4 things thing NNS cord-303137-g2pe3ad8 202 5 to to TO cord-303137-g2pe3ad8 202 6 know know VB cord-303137-g2pe3ad8 202 7 about about IN cord-303137-g2pe3ad8 202 8 machine machine NN cord-303137-g2pe3ad8 202 9 learning learn VBG cord-303137-g2pe3ad8 202 10 Race Race NNP cord-303137-g2pe3ad8 202 11 after after IN cord-303137-g2pe3ad8 202 12 Technology technology NN cord-303137-g2pe3ad8 202 13 : : : cord-303137-g2pe3ad8 202 14 Abolitionist Abolitionist NNP cord-303137-g2pe3ad8 202 15 Tools Tools NNPS cord-303137-g2pe3ad8 202 16 for for IN cord-303137-g2pe3ad8 202 17 the the DT cord-303137-g2pe3ad8 202 18 New New NNP cord-303137-g2pe3ad8 202 19 Jim Jim NNP cord-303137-g2pe3ad8 202 20 Code Code NNP cord-303137-g2pe3ad8 202 21 Measurement Measurement NNP cord-303137-g2pe3ad8 202 22 and and CC cord-303137-g2pe3ad8 202 23 fairness fairness NN cord-303137-g2pe3ad8 202 24 Race race NN cord-303137-g2pe3ad8 202 25 , , , cord-303137-g2pe3ad8 202 26 homeownership homeownership NN cord-303137-g2pe3ad8 202 27 and and CC cord-303137-g2pe3ad8 202 28 wealth wealth NN cord-303137-g2pe3ad8 202 29 Runaway Runaway NNP cord-303137-g2pe3ad8 202 30 feedback feedback NN cord-303137-g2pe3ad8 202 31 loops loop NNS cord-303137-g2pe3ad8 202 32 in in IN cord-303137-g2pe3ad8 202 33 predictive predictive JJ cord-303137-g2pe3ad8 202 34 policing police VBG cord-303137-g2pe3ad8 202 35 Dirty dirty JJ cord-303137-g2pe3ad8 202 36 data datum NNS cord-303137-g2pe3ad8 202 37 , , , cord-303137-g2pe3ad8 202 38 bad bad JJ cord-303137-g2pe3ad8 202 39 predictions prediction NNS cord-303137-g2pe3ad8 202 40 : : : cord-303137-g2pe3ad8 202 41 how how WRB cord-303137-g2pe3ad8 202 42 civil civil JJ cord-303137-g2pe3ad8 202 43 rights right NNS cord-303137-g2pe3ad8 202 44 violations violation NNS cord-303137-g2pe3ad8 202 45 impact impact NN cord-303137-g2pe3ad8 202 46 police police NN cord-303137-g2pe3ad8 202 47 data datum NNS cord-303137-g2pe3ad8 202 48 , , , cord-303137-g2pe3ad8 202 49 predictive predictive JJ cord-303137-g2pe3ad8 202 50 policing policing NN cord-303137-g2pe3ad8 202 51 systems system NNS cord-303137-g2pe3ad8 202 52 , , , cord-303137-g2pe3ad8 202 53 and and CC cord-303137-g2pe3ad8 202 54 justice justice NN cord-303137-g2pe3ad8 202 55 Drugs drug NNS cord-303137-g2pe3ad8 202 56 for for IN cord-303137-g2pe3ad8 202 57 Life life NN cord-303137-g2pe3ad8 202 58 : : : cord-303137-g2pe3ad8 203 1 How how WRB cord-303137-g2pe3ad8 203 2 Pharmaceutical pharmaceutical JJ cord-303137-g2pe3ad8 203 3 Companies company NNS cord-303137-g2pe3ad8 203 4 Define define VBP cord-303137-g2pe3ad8 203 5 Our -PRON- PRP$ cord-303137-g2pe3ad8 203 6 Health health NN cord-303137-g2pe3ad8 203 7 Dissecting dissect VBG cord-303137-g2pe3ad8 203 8 racial racial JJ cord-303137-g2pe3ad8 203 9 bias bias NN cord-303137-g2pe3ad8 203 10 in in IN cord-303137-g2pe3ad8 203 11 an an DT cord-303137-g2pe3ad8 203 12 algorithm algorithm NN cord-303137-g2pe3ad8 203 13 used use VBN cord-303137-g2pe3ad8 203 14 to to TO cord-303137-g2pe3ad8 203 15 manage manage VB cord-303137-g2pe3ad8 203 16 the the DT cord-303137-g2pe3ad8 203 17 health health NN cord-303137-g2pe3ad8 203 18 of of IN cord-303137-g2pe3ad8 203 19 populations population NNS cord-303137-g2pe3ad8 203 20 Machine Machine NNP cord-303137-g2pe3ad8 203 21 Bias Bias NNP cord-303137-g2pe3ad8 203 22 ( ( -LRB- cord-303137-g2pe3ad8 203 23 ProPublica ProPublica NNP cord-303137-g2pe3ad8 203 24 ) ) -RRB- cord-303137-g2pe3ad8 204 1 White White NNP cord-303137-g2pe3ad8 204 2 Collar Collar NNP cord-303137-g2pe3ad8 204 3 Crime Crime NNP cord-303137-g2pe3ad8 204 4 Risk Risk NNP cord-303137-g2pe3ad8 204 5 Zones zone NNS cord-303137-g2pe3ad8 205 1 ( ( -LRB- cord-303137-g2pe3ad8 205 2 The the DT cord-303137-g2pe3ad8 205 3 New New NNP cord-303137-g2pe3ad8 205 4 Inquiry Inquiry NNP cord-303137-g2pe3ad8 205 5 Magazine Magazine NNP cord-303137-g2pe3ad8 205 6 InclusiveFaceNet InclusiveFaceNet NNP cord-303137-g2pe3ad8 205 7 : : : cord-303137-g2pe3ad8 205 8 improving improve VBG cord-303137-g2pe3ad8 205 9 face face NN cord-303137-g2pe3ad8 205 10 attribute attribute NN cord-303137-g2pe3ad8 205 11 detection detection NN cord-303137-g2pe3ad8 205 12 with with IN cord-303137-g2pe3ad8 205 13 race race NN cord-303137-g2pe3ad8 205 14 and and CC cord-303137-g2pe3ad8 205 15 gender gender NN cord-303137-g2pe3ad8 205 16 diversity diversity NN cord-303137-g2pe3ad8 206 1 Measuring measure VBG cord-303137-g2pe3ad8 206 2 discrimination discrimination NN cord-303137-g2pe3ad8 206 3 in in IN cord-303137-g2pe3ad8 206 4 algorithmic algorithmic JJ cord-303137-g2pe3ad8 206 5 decision decision NN cord-303137-g2pe3ad8 206 6 making make VBG cord-303137-g2pe3ad8 206 7 Bored bored JJ cord-303137-g2pe3ad8 206 8 techies techie NNS cord-303137-g2pe3ad8 206 9 being be VBG cord-303137-g2pe3ad8 206 10 casually casually RB cord-303137-g2pe3ad8 206 11 racist racist JJ cord-303137-g2pe3ad8 207 1 : : : cord-303137-g2pe3ad8 207 2 race race NN cord-303137-g2pe3ad8 207 3 as as IN cord-303137-g2pe3ad8 207 4 algorithm algorithm NN cord-303137-g2pe3ad8 207 5 Virtual Virtual NNP cord-303137-g2pe3ad8 207 6 Press Press NNP cord-303137-g2pe3ad8 207 7 Conference Conference NNP cord-303137-g2pe3ad8 207 8 on on IN cord-303137-g2pe3ad8 207 9 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 207 10 Applying apply VBG cord-303137-g2pe3ad8 207 11 lexical lexical JJ cord-303137-g2pe3ad8 207 12 link link NN cord-303137-g2pe3ad8 207 13 analysis analysis NN cord-303137-g2pe3ad8 207 14 to to TO cord-303137-g2pe3ad8 207 15 discover discover VB cord-303137-g2pe3ad8 207 16 insights insight NNS cord-303137-g2pe3ad8 207 17 from from IN cord-303137-g2pe3ad8 207 18 public public JJ cord-303137-g2pe3ad8 207 19 information information NN cord-303137-g2pe3ad8 207 20 on on IN cord-303137-g2pe3ad8 207 21 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 207 22 Machine Machine NNP cord-303137-g2pe3ad8 207 23 learning learn VBG cord-303137-g2pe3ad8 207 24 the the DT cord-303137-g2pe3ad8 207 25 phenomenology phenomenology NN cord-303137-g2pe3ad8 207 26 of of IN cord-303137-g2pe3ad8 207 27 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 207 28 from from IN cord-303137-g2pe3ad8 207 29 early early JJ cord-303137-g2pe3ad8 207 30 infection infection NN cord-303137-g2pe3ad8 207 31 dynamics dynamic NNS cord-303137-g2pe3ad8 207 32 Neural Neural NNP cord-303137-g2pe3ad8 207 33 Network Network NNP cord-303137-g2pe3ad8 207 34 aided aid VBD cord-303137-g2pe3ad8 207 35 quarantine quarantine NN cord-303137-g2pe3ad8 207 36 control control NN cord-303137-g2pe3ad8 207 37 model model NN cord-303137-g2pe3ad8 207 38 estimation estimation NN cord-303137-g2pe3ad8 207 39 of of IN cord-303137-g2pe3ad8 207 40 global global JJ cord-303137-g2pe3ad8 207 41 Covid-19 covid-19 NN cord-303137-g2pe3ad8 207 42 spread spread VBN cord-303137-g2pe3ad8 207 43 Au Au NNP cord-303137-g2pe3ad8 207 44 - - HYPH cord-303137-g2pe3ad8 207 45 toTriage totriage NN cord-303137-g2pe3ad8 207 46 -an -an NFP cord-303137-g2pe3ad8 207 47 Open open JJ cord-303137-g2pe3ad8 207 48 Source source NN cord-303137-g2pe3ad8 207 49 Edge edge NN cord-303137-g2pe3ad8 207 50 Computing Computing NNP cord-303137-g2pe3ad8 207 51 Raspberry Raspberry NNP cord-303137-g2pe3ad8 207 52 Pi pi NN cord-303137-g2pe3ad8 207 53 - - HYPH cord-303137-g2pe3ad8 207 54 Based base VBN cord-303137-g2pe3ad8 207 55 Clinical Clinical NNP cord-303137-g2pe3ad8 207 56 Screening Screening NNP cord-303137-g2pe3ad8 207 57 System System NNP cord-303137-g2pe3ad8 207 58 Improving improve VBG cord-303137-g2pe3ad8 207 59 coronavirus coronavirus NN cord-303137-g2pe3ad8 207 60 ( ( -LRB- cord-303137-g2pe3ad8 207 61 COVID-19 covid-19 VB cord-303137-g2pe3ad8 207 62 ) ) -RRB- cord-303137-g2pe3ad8 207 63 diagnosis diagnosis NN cord-303137-g2pe3ad8 207 64 using use VBG cord-303137-g2pe3ad8 207 65 deep deep JJ cord-303137-g2pe3ad8 207 66 transfer transfer NN cord-303137-g2pe3ad8 207 67 learning learn VBG cord-303137-g2pe3ad8 207 68 Infectious infectious JJ cord-303137-g2pe3ad8 207 69 diseases disease NNS cord-303137-g2pe3ad8 207 70 ( ( -LRB- cord-303137-g2pe3ad8 207 71 except except IN cord-303137-g2pe3ad8 207 72 HIV HIV NNP cord-303137-g2pe3ad8 207 73 / / SYM cord-303137-g2pe3ad8 207 74 AIDS AIDS NNP cord-303137-g2pe3ad8 207 75 ) ) -RRB- cord-303137-g2pe3ad8 208 1 Artificial Artificial NNP cord-303137-g2pe3ad8 208 2 Intelligence Intelligence NNP cord-303137-g2pe3ad8 208 3 Systems Systems NNPS cord-303137-g2pe3ad8 208 4 Aim Aim NNP cord-303137-g2pe3ad8 208 5 to to TO cord-303137-g2pe3ad8 208 6 Sniff sniff VB cord-303137-g2pe3ad8 208 7 Out out RP cord-303137-g2pe3ad8 208 8 Signs sign NNS cord-303137-g2pe3ad8 208 9 of of IN cord-303137-g2pe3ad8 208 10 COVID-19 covid-19 JJ cord-303137-g2pe3ad8 208 11 Outbreaks outbreak NNS cord-303137-g2pe3ad8 208 12 How how WRB cord-303137-g2pe3ad8 208 13 AI AI NNP cord-303137-g2pe3ad8 208 14 and and CC cord-303137-g2pe3ad8 208 15 Machine machine NN cord-303137-g2pe3ad8 208 16 Learning Learning NNP cord-303137-g2pe3ad8 208 17 Are be VBP cord-303137-g2pe3ad8 208 18 Helping help VBG cord-303137-g2pe3ad8 208 19 to to TO cord-303137-g2pe3ad8 208 20 Tackle tackle VB cord-303137-g2pe3ad8 208 21 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 208 22 Information Information NNP cord-303137-g2pe3ad8 208 23 technology technology NN cord-303137-g2pe3ad8 208 24 - - HYPH cord-303137-g2pe3ad8 208 25 based base VBN cord-303137-g2pe3ad8 208 26 tracing tracing NN cord-303137-g2pe3ad8 208 27 strategy strategy NN cord-303137-g2pe3ad8 208 28 in in IN cord-303137-g2pe3ad8 208 29 response response NN cord-303137-g2pe3ad8 208 30 to to IN cord-303137-g2pe3ad8 208 31 COVID-19 covid-19 VB cord-303137-g2pe3ad8 208 32 in in IN cord-303137-g2pe3ad8 208 33 South South NNP cord-303137-g2pe3ad8 208 34 Korea Korea NNP cord-303137-g2pe3ad8 208 35 - - HYPH cord-303137-g2pe3ad8 208 36 privacy privacy NN cord-303137-g2pe3ad8 208 37 controversies controversy NNS cord-303137-g2pe3ad8 209 1 We -PRON- PRP cord-303137-g2pe3ad8 209 2 Need need VBP cord-303137-g2pe3ad8 209 3 an an DT cord-303137-g2pe3ad8 209 4 ' ' '' cord-303137-g2pe3ad8 209 5 ' ' `` cord-303137-g2pe3ad8 209 6 Army Army NNP cord-303137-g2pe3ad8 209 7 ' ' '' cord-303137-g2pe3ad8 209 8 ' ' '' cord-303137-g2pe3ad8 209 9 of of IN cord-303137-g2pe3ad8 209 10 Contact Contact NNP cord-303137-g2pe3ad8 209 11 Tracers Tracers NNPS cord-303137-g2pe3ad8 209 12 to to TO cord-303137-g2pe3ad8 209 13 Safely safely RB cord-303137-g2pe3ad8 209 14 Reopen reopen VB cord-303137-g2pe3ad8 209 15 the the DT cord-303137-g2pe3ad8 209 16 Country country NN cord-303137-g2pe3ad8 210 1 Covid-19 Covid-19 NNP cord-303137-g2pe3ad8 210 2 Will Will MD cord-303137-g2pe3ad8 210 3 Accelerate accelerate VB cord-303137-g2pe3ad8 210 4 the the DT cord-303137-g2pe3ad8 210 5 AI AI NNP cord-303137-g2pe3ad8 210 6 Health Health NNP cord-303137-g2pe3ad8 210 7 Care Care NNP cord-303137-g2pe3ad8 210 8 Revolution Revolution NNP cord-303137-g2pe3ad8 211 1 ( ( -LRB- cord-303137-g2pe3ad8 211 2 Wired Wired NNP cord-303137-g2pe3ad8 211 3 ) ) -RRB- cord-303137-g2pe3ad8 212 1 MTA MTA NNP cord-303137-g2pe3ad8 212 2 Wants want VBZ cord-303137-g2pe3ad8 212 3 Startups startup NNS cord-303137-g2pe3ad8 212 4 to to TO cord-303137-g2pe3ad8 212 5 Help help VB cord-303137-g2pe3ad8 212 6 Solve solve VB cord-303137-g2pe3ad8 212 7 its -PRON- PRP$ cord-303137-g2pe3ad8 212 8 Coronavirus Coronavirus NNP cord-303137-g2pe3ad8 212 9 Problem Problem NNP cord-303137-g2pe3ad8 212 10 ( ( -LRB- cord-303137-g2pe3ad8 212 11 CSNY CSNY NNP cord-303137-g2pe3ad8 212 12 ) ) -RRB- cord-303137-g2pe3ad8 212 13 Risk risk NN cord-303137-g2pe3ad8 212 14 for for IN cord-303137-g2pe3ad8 212 15 Early Early NNP cord-303137-g2pe3ad8 212 16 Data Data NNP cord-303137-g2pe3ad8 213 1 Shows show VBZ cord-303137-g2pe3ad8 213 2 African african JJ cord-303137-g2pe3ad8 213 3 Americans Americans NNPS cord-303137-g2pe3ad8 213 4 Have have VBP cord-303137-g2pe3ad8 213 5 Contracted contract VBN cord-303137-g2pe3ad8 213 6 and and CC cord-303137-g2pe3ad8 213 7 Died die VBN cord-303137-g2pe3ad8 213 8 of of IN cord-303137-g2pe3ad8 213 9 Coronavirus Coronavirus NNP cord-303137-g2pe3ad8 213 10 at at IN cord-303137-g2pe3ad8 213 11 an an DT cord-303137-g2pe3ad8 213 12 Alarming alarming JJ cord-303137-g2pe3ad8 213 13 Rate rate NN cord-303137-g2pe3ad8 213 14 ( ( -LRB- cord-303137-g2pe3ad8 213 15 ProPublica ProPublica NNP cord-303137-g2pe3ad8 213 16 ) ) -RRB- cord-303137-g2pe3ad8 214 1 Historical historical JJ cord-303137-g2pe3ad8 214 2 insights insight NNS cord-303137-g2pe3ad8 214 3 on on IN cord-303137-g2pe3ad8 214 4 coronavirus coronavirus NN cord-303137-g2pe3ad8 214 5 disease disease NN cord-303137-g2pe3ad8 214 6 2019 2019 CD cord-303137-g2pe3ad8 214 7 ( ( -LRB- cord-303137-g2pe3ad8 214 8 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 214 9 ) ) -RRB- cord-303137-g2pe3ad8 214 10 , , , cord-303137-g2pe3ad8 214 11 the the DT cord-303137-g2pe3ad8 214 12 1918 1918 CD cord-303137-g2pe3ad8 214 13 influenza influenza NN cord-303137-g2pe3ad8 214 14 pandemic pandemic NN cord-303137-g2pe3ad8 214 15 , , , cord-303137-g2pe3ad8 214 16 and and CC cord-303137-g2pe3ad8 214 17 racial racial JJ cord-303137-g2pe3ad8 214 18 disparities disparity NNS cord-303137-g2pe3ad8 214 19 : : : cord-303137-g2pe3ad8 214 20 illuminating illuminate VBG cord-303137-g2pe3ad8 214 21 a a DT cord-303137-g2pe3ad8 214 22 path path NN cord-303137-g2pe3ad8 214 23 forward forward IN cord-303137-g2pe3ad8 214 24 Anatomy Anatomy NNP cord-303137-g2pe3ad8 214 25 of of IN cord-303137-g2pe3ad8 214 26 environmental environmental JJ cord-303137-g2pe3ad8 214 27 racism racism NN cord-303137-g2pe3ad8 214 28 and and CC cord-303137-g2pe3ad8 214 29 the the DT cord-303137-g2pe3ad8 214 30 environmental environmental JJ cord-303137-g2pe3ad8 214 31 justice justice NN cord-303137-g2pe3ad8 214 32 movement movement NN cord-303137-g2pe3ad8 215 1 For for IN cord-303137-g2pe3ad8 215 2 us -PRON- PRP cord-303137-g2pe3ad8 215 3 , , , cord-303137-g2pe3ad8 215 4 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 215 5 is be VBZ cord-303137-g2pe3ad8 215 6 personal personal JJ cord-303137-g2pe3ad8 216 1 The the DT cord-303137-g2pe3ad8 216 2 Long Long NNP cord-303137-g2pe3ad8 216 3 Tail Tail NNP cord-303137-g2pe3ad8 216 4 of of IN cord-303137-g2pe3ad8 216 5 Contact contact NN cord-303137-g2pe3ad8 216 6 Tracing Tracing NNP cord-303137-g2pe3ad8 216 7 ' ' '' cord-303137-g2pe3ad8 216 8 ' ' '' cord-303137-g2pe3ad8 216 9 ( ( -LRB- cord-303137-g2pe3ad8 216 10 Societal Societal NNP cord-303137-g2pe3ad8 216 11 Impact Impact NNP cord-303137-g2pe3ad8 216 12 of of IN cord-303137-g2pe3ad8 216 13 CT CT NNP cord-303137-g2pe3ad8 216 14 ) ) -RRB- cord-303137-g2pe3ad8 217 1 $ $ $ cord-303137-g2pe3ad8 217 2 Issue issue NN cord-303137-g2pe3ad8 217 3 # # $ cord-303137-g2pe3ad8 217 4 118 118 CD cord-303137-g2pe3ad8 217 5 ( ( -LRB- cord-303137-g2pe3ad8 217 6 GitHub GitHub NNP cord-303137-g2pe3ad8 217 7 ) ) -RRB- cord-303137-g2pe3ad8 218 1 Contact contact NN cord-303137-g2pe3ad8 218 2 - - HYPH cord-303137-g2pe3ad8 218 3 tracing trace VBG cord-303137-g2pe3ad8 218 4 Apps app NNS cord-303137-g2pe3ad8 218 5 Are be VBP cord-303137-g2pe3ad8 218 6 Political political JJ cord-303137-g2pe3ad8 218 7 ( ( -LRB- cord-303137-g2pe3ad8 218 8 Brookings Brookings NNP cord-303137-g2pe3ad8 218 9 ) ) -RRB- cord-303137-g2pe3ad8 219 1 Disparate disparate JJ cord-303137-g2pe3ad8 219 2 Impact Impact NNP cord-303137-g2pe3ad8 219 3 in in IN cord-303137-g2pe3ad8 219 4 Big Big NNP cord-303137-g2pe3ad8 219 5 Data Data NNP cord-303137-g2pe3ad8 219 6 Policing Policing NNP cord-303137-g2pe3ad8 219 7 Algorithmic Algorithmic NNP cord-303137-g2pe3ad8 219 8 Impact Impact NNP cord-303137-g2pe3ad8 219 9 Assessments assessment NNS cord-303137-g2pe3ad8 219 10 : : : cord-303137-g2pe3ad8 220 1 A a DT cord-303137-g2pe3ad8 220 2 Practical Practical NNP cord-303137-g2pe3ad8 220 3 Framework Framework NNP cord-303137-g2pe3ad8 220 4 for for IN cord-303137-g2pe3ad8 220 5 Public Public NNP cord-303137-g2pe3ad8 220 6 Agency Agency NNP cord-303137-g2pe3ad8 220 7 Accountability Accountability NNP cord-303137-g2pe3ad8 220 8 Algorithmic Algorithmic NNP cord-303137-g2pe3ad8 220 9 impact impact NN cord-303137-g2pe3ad8 220 10 assessments assessment NNS cord-303137-g2pe3ad8 220 11 under under IN cord-303137-g2pe3ad8 220 12 the the DT cord-303137-g2pe3ad8 220 13 GDPR GDPR NNP cord-303137-g2pe3ad8 220 14 : : : cord-303137-g2pe3ad8 221 1 producing produce VBG cord-303137-g2pe3ad8 221 2 multi multi JJ cord-303137-g2pe3ad8 221 3 - - JJ cord-303137-g2pe3ad8 221 4 layered layered JJ cord-303137-g2pe3ad8 221 5 explanations explanation NNS cord-303137-g2pe3ad8 221 6 . . . cord-303137-g2pe3ad8 222 1 SSRN SSRN NNP cord-303137-g2pe3ad8 222 2 Electron Electron NNP cord-303137-g2pe3ad8 222 3 Governing govern VBG cord-303137-g2pe3ad8 222 4 with with IN cord-303137-g2pe3ad8 222 5 algorithmic algorithmic JJ cord-303137-g2pe3ad8 222 6 impact impact NN cord-303137-g2pe3ad8 222 7 assessments assessment NNS cord-303137-g2pe3ad8 222 8 : : : cord-303137-g2pe3ad8 222 9 six six CD cord-303137-g2pe3ad8 222 10 observations observation NNS cord-303137-g2pe3ad8 222 11 . . . cord-303137-g2pe3ad8 223 1 SSRN SSRN NNP cord-303137-g2pe3ad8 223 2 Electron Electron NNP cord-303137-g2pe3ad8 223 3 Statement statement NN cord-303137-g2pe3ad8 223 4 Regarding regard VBG cord-303137-g2pe3ad8 223 5 the the DT cord-303137-g2pe3ad8 223 6 Ethical ethical JJ cord-303137-g2pe3ad8 223 7 Implementation implementation NN cord-303137-g2pe3ad8 223 8 of of IN cord-303137-g2pe3ad8 223 9 Artificial Artificial NNP cord-303137-g2pe3ad8 223 10 Intelligence Intelligence NNP cord-303137-g2pe3ad8 223 11 Systems Systems NNPS cord-303137-g2pe3ad8 223 12 ( ( -LRB- cord-303137-g2pe3ad8 223 13 AIS AIS NNP cord-303137-g2pe3ad8 223 14 ) ) -RRB- cord-303137-g2pe3ad8 223 15 for for IN cord-303137-g2pe3ad8 223 16 Addressing address VBG cord-303137-g2pe3ad8 223 17 the the DT cord-303137-g2pe3ad8 223 18 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 223 19 Pandemic Pandemic NNP cord-303137-g2pe3ad8 223 20 -IEEE -IEEE NNP cord-303137-g2pe3ad8 223 21 Spectrum Spectrum NNP cord-303137-g2pe3ad8 224 1 On on IN cord-303137-g2pe3ad8 224 2 the the DT cord-303137-g2pe3ad8 224 3 responsible responsible JJ cord-303137-g2pe3ad8 224 4 use use NN cord-303137-g2pe3ad8 224 5 of of IN cord-303137-g2pe3ad8 224 6 digital digital JJ cord-303137-g2pe3ad8 224 7 data datum NNS cord-303137-g2pe3ad8 224 8 to to TO cord-303137-g2pe3ad8 224 9 tackle tackle VB cord-303137-g2pe3ad8 224 10 the the DT cord-303137-g2pe3ad8 224 11 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 224 12 pandemic pandemic NN cord-303137-g2pe3ad8 224 13 Owning owning NN cord-303137-g2pe3ad8 224 14 ethics ethic NNS cord-303137-g2pe3ad8 224 15 : : : cord-303137-g2pe3ad8 224 16 corporate corporate JJ cord-303137-g2pe3ad8 224 17 logics logic NNS cord-303137-g2pe3ad8 224 18 , , , cord-303137-g2pe3ad8 224 19 Silicon Silicon NNP cord-303137-g2pe3ad8 224 20 Valley Valley NNP cord-303137-g2pe3ad8 224 21 , , , cord-303137-g2pe3ad8 224 22 and and CC cord-303137-g2pe3ad8 224 23 the the DT cord-303137-g2pe3ad8 224 24 institutionalization institutionalization NN cord-303137-g2pe3ad8 224 25 of of IN cord-303137-g2pe3ad8 224 26 ethics ethic NNS cord-303137-g2pe3ad8 224 27 Ethics Ethics NNP cord-303137-g2pe3ad8 224 28 Owners Owners NNPS cord-303137-g2pe3ad8 224 29 : : : cord-303137-g2pe3ad8 224 30 A a DT cord-303137-g2pe3ad8 224 31 New New NNP cord-303137-g2pe3ad8 224 32 Model Model NNP cord-303137-g2pe3ad8 224 33 of of IN cord-303137-g2pe3ad8 224 34 Organizational Organizational NNP cord-303137-g2pe3ad8 224 35 Responsibility Responsibility NNP cord-303137-g2pe3ad8 224 36 in in IN cord-303137-g2pe3ad8 224 37 Data Data NNP cord-303137-g2pe3ad8 224 38 - - HYPH cord-303137-g2pe3ad8 224 39 Driven Driven NNP cord-303137-g2pe3ad8 224 40 Technology Technology NNP cord-303137-g2pe3ad8 224 41 Companies Companies NNPS cord-303137-g2pe3ad8 224 42 Translation Translation NNP cord-303137-g2pe3ad8 224 43 Tutorial tutorial NN cord-303137-g2pe3ad8 224 44 : : : cord-303137-g2pe3ad8 224 45 Positionality Positionality NNP cord-303137-g2pe3ad8 224 46 - - HYPH cord-303137-g2pe3ad8 224 47 Aware Aware NNP cord-303137-g2pe3ad8 224 48 Machine machine NN cord-303137-g2pe3ad8 224 49 Learning learn VBG cord-303137-g2pe3ad8 224 50 The the DT cord-303137-g2pe3ad8 224 51 Science Science NNP cord-303137-g2pe3ad8 224 52 Question Question NNP cord-303137-g2pe3ad8 224 53 in in IN cord-303137-g2pe3ad8 224 54 Feminism Feminism NNP cord-303137-g2pe3ad8 224 55 Fairness Fairness NNP cord-303137-g2pe3ad8 224 56 and and CC cord-303137-g2pe3ad8 224 57 abstraction abstraction NN cord-303137-g2pe3ad8 224 58 in in IN cord-303137-g2pe3ad8 224 59 sociotechnical sociotechnical JJ cord-303137-g2pe3ad8 224 60 systems system NNS cord-303137-g2pe3ad8 225 1 The the DT cord-303137-g2pe3ad8 225 2 human human JJ cord-303137-g2pe3ad8 225 3 body body NN cord-303137-g2pe3ad8 225 4 is be VBZ cord-303137-g2pe3ad8 225 5 a a DT cord-303137-g2pe3ad8 225 6 black black JJ cord-303137-g2pe3ad8 225 7 box box NN cord-303137-g2pe3ad8 225 8 ' ' '' cord-303137-g2pe3ad8 225 9 ' ' '' cord-303137-g2pe3ad8 225 10 : : : cord-303137-g2pe3ad8 225 11 supporting support VBG cord-303137-g2pe3ad8 225 12 clinical clinical JJ cord-303137-g2pe3ad8 225 13 decision decision NN cord-303137-g2pe3ad8 225 14 - - HYPH cord-303137-g2pe3ad8 225 15 making making NN cord-303137-g2pe3ad8 225 16 with with IN cord-303137-g2pe3ad8 225 17 deep deep JJ cord-303137-g2pe3ad8 225 18 learning learning NN cord-303137-g2pe3ad8 225 19 Strategies strategy NNS cord-303137-g2pe3ad8 225 20 to to TO cord-303137-g2pe3ad8 225 21 Optimize optimize VB cord-303137-g2pe3ad8 225 22 the the DT cord-303137-g2pe3ad8 225 23 Supply Supply NNP cord-303137-g2pe3ad8 225 24 of of IN cord-303137-g2pe3ad8 225 25 PPE PPE NNP cord-303137-g2pe3ad8 225 26 and and CC cord-303137-g2pe3ad8 225 27 Equipment Equipment NNP cord-303137-g2pe3ad8 226 1 Today today NN cord-303137-g2pe3ad8 226 2 's 's POS cord-303137-g2pe3ad8 226 3 COVID-19 COVID-19 NNP cord-303137-g2pe3ad8 226 4 Data Data NNP cord-303137-g2pe3ad8 226 5 Will Will MD cord-303137-g2pe3ad8 226 6 Be be VB cord-303137-g2pe3ad8 226 7 Tomorrow Tomorrow NNP cord-303137-g2pe3ad8 226 8 's 's POS cord-303137-g2pe3ad8 226 9 Tools Tools NNPS cord-303137-g2pe3ad8 226 10 of of IN cord-303137-g2pe3ad8 226 11 Oppression oppression NN cord-303137-g2pe3ad8 227 1 ( ( -LRB- cord-303137-g2pe3ad8 227 2 The the DT cord-303137-g2pe3ad8 227 3 Daily Daily NNP cord-303137-g2pe3ad8 227 4 Beast Beast NNP cord-303137-g2pe3ad8 227 5 Privacy Privacy NNP cord-303137-g2pe3ad8 227 6 versus versus IN cord-303137-g2pe3ad8 227 7 health health NN cord-303137-g2pe3ad8 227 8 is be VBZ cord-303137-g2pe3ad8 227 9 a a DT cord-303137-g2pe3ad8 227 10 false false JJ cord-303137-g2pe3ad8 227 11 trade trade NN cord-303137-g2pe3ad8 227 12 - - HYPH cord-303137-g2pe3ad8 227 13 off off NN cord-303137-g2pe3ad8 228 1 We -PRON- PRP cord-303137-g2pe3ad8 228 2 need need VBP cord-303137-g2pe3ad8 228 3 to to TO cord-303137-g2pe3ad8 228 4 talk talk VB cord-303137-g2pe3ad8 228 5 about about IN cord-303137-g2pe3ad8 228 6 digital digital JJ cord-303137-g2pe3ad8 228 7 contact contact NN cord-303137-g2pe3ad8 228 8 tracing trace VBG cord-303137-g2pe3ad8 228 9 Data data NN cord-303137-g2pe3ad8 228 10 - - HYPH cord-303137-g2pe3ad8 228 11 driven drive VBN cord-303137-g2pe3ad8 228 12 responses response NNS cord-303137-g2pe3ad8 228 13 to to IN cord-303137-g2pe3ad8 228 14 coronavirus coronavirus NN cord-303137-g2pe3ad8 229 1 are be VBP cord-303137-g2pe3ad8 229 2 only only RB cord-303137-g2pe3ad8 229 3 as as RB cord-303137-g2pe3ad8 229 4 good good JJ cord-303137-g2pe3ad8 229 5 as as IN cord-303137-g2pe3ad8 229 6 the the DT cord-303137-g2pe3ad8 229 7 trust trust NN cord-303137-g2pe3ad8 229 8 we -PRON- PRP cord-303137-g2pe3ad8 229 9 place place VBP cord-303137-g2pe3ad8 229 10 in in IN cord-303137-g2pe3ad8 229 11 them -PRON- PRP cord-303137-g2pe3ad8 230 1 Google Google NNP cord-303137-g2pe3ad8 230 2 the the DT cord-303137-g2pe3ad8 230 3 Latest late JJS cord-303137-g2pe3ad8 230 4 Company Company NNP cord-303137-g2pe3ad8 230 5 to to TO cord-303137-g2pe3ad8 230 6 Face Face NNP cord-303137-g2pe3ad8 230 7 Worker Worker NNP cord-303137-g2pe3ad8 230 8 Revolt Revolt NNP cord-303137-g2pe3ad8 230 9 over over IN cord-303137-g2pe3ad8 230 10 Immigration Immigration NNP cord-303137-g2pe3ad8 230 11 Policy Policy NNP cord-303137-g2pe3ad8 230 12 Apple Apple NNP cord-303137-g2pe3ad8 230 13 and and CC cord-303137-g2pe3ad8 230 14 Google Google NNP cord-303137-g2pe3ad8 230 15 Are be VBP cord-303137-g2pe3ad8 230 16 Building build VBG cord-303137-g2pe3ad8 230 17 a a DT cord-303137-g2pe3ad8 230 18 Coronavirus Coronavirus NNP cord-303137-g2pe3ad8 230 19 Tracking Tracking NNP cord-303137-g2pe3ad8 230 20 System System NNP cord-303137-g2pe3ad8 230 21 into into IN cord-303137-g2pe3ad8 230 22 iOS iOS NNP cord-303137-g2pe3ad8 230 23 and and CC cord-303137-g2pe3ad8 230 24 Android Android NNP cord-303137-g2pe3ad8 230 25 ( ( -LRB- cord-303137-g2pe3ad8 230 26 The the DT cord-303137-g2pe3ad8 230 27 Verge Verge NNP cord-303137-g2pe3ad8 230 28 A a DT cord-303137-g2pe3ad8 230 29 Facial facial JJ cord-303137-g2pe3ad8 230 30 Recognition Recognition NNP cord-303137-g2pe3ad8 230 31 Company Company NNP cord-303137-g2pe3ad8 230 32 Wants want VBZ cord-303137-g2pe3ad8 230 33 to to TO cord-303137-g2pe3ad8 230 34 Help help VB cord-303137-g2pe3ad8 230 35 with with IN cord-303137-g2pe3ad8 230 36 Contact Contact NNP cord-303137-g2pe3ad8 230 37 Tracing tracing NN cord-303137-g2pe3ad8 230 38 . . . cord-303137-g2pe3ad8 231 1 A a DT cord-303137-g2pe3ad8 231 2 Senator Senator NNP cord-303137-g2pe3ad8 231 3 Has have VBZ cord-303137-g2pe3ad8 231 4 Questions Questions NNPS cord-303137-g2pe3ad8 231 5 Welcomes welcome VBZ cord-303137-g2pe3ad8 231 6 Introduction Introduction NNP cord-303137-g2pe3ad8 231 7 of of IN cord-303137-g2pe3ad8 231 8 NY NY NNP cord-303137-g2pe3ad8 232 1 Geolocation Geolocation NNP cord-303137-g2pe3ad8 232 2 Tracking Tracking NNP cord-303137-g2pe3ad8 232 3 Ban Ban NNP cord-303137-g2pe3ad8 233 1 Five five CD cord-303137-g2pe3ad8 233 2 Years year NNS cord-303137-g2pe3ad8 233 3 of of IN cord-303137-g2pe3ad8 233 4 Tech Tech NNP cord-303137-g2pe3ad8 233 5 Diversity Diversity NNP cord-303137-g2pe3ad8 233 6 Reports Reports NNPS cord-303137-g2pe3ad8 233 7 - - : cord-303137-g2pe3ad8 233 8 And and CC cord-303137-g2pe3ad8 233 9 Little Little NNP cord-303137-g2pe3ad8 233 10 Progress Progress NNP cord-303137-g2pe3ad8 233 11 ( ( -LRB- cord-303137-g2pe3ad8 233 12 Wired Wired NNP cord-303137-g2pe3ad8 233 13 ) ) -RRB- cord-303137-g2pe3ad8 234 1 About about IN cord-303137-g2pe3ad8 234 2 the the DT cord-303137-g2pe3ad8 234 3 Authors author NNS cord-303137-g2pe3ad8 234 4 Emanuel Emanuel NNP cord-303137-g2pe3ad8 234 5 Moss Moss NNP cord-303137-g2pe3ad8 234 6 is be VBZ cord-303137-g2pe3ad8 234 7 a a DT cord-303137-g2pe3ad8 234 8 doctoral doctoral JJ cord-303137-g2pe3ad8 234 9 candidate candidate NN cord-303137-g2pe3ad8 234 10 in in IN cord-303137-g2pe3ad8 234 11 Anthropology Anthropology NNP cord-303137-g2pe3ad8 234 12 at at IN cord-303137-g2pe3ad8 234 13 the the DT cord-303137-g2pe3ad8 234 14 CUNY CUNY NNP cord-303137-g2pe3ad8 234 15 Graduate Graduate NNP cord-303137-g2pe3ad8 234 16 Center Center NNP cord-303137-g2pe3ad8 234 17 and and CC cord-303137-g2pe3ad8 234 18 researcher researcher NN cord-303137-g2pe3ad8 234 19 for for IN cord-303137-g2pe3ad8 234 20 the the DT cord-303137-g2pe3ad8 234 21 AI AI NNP cord-303137-g2pe3ad8 234 22 on on IN cord-303137-g2pe3ad8 234 23 the the DT cord-303137-g2pe3ad8 234 24 Ground Ground NNP cord-303137-g2pe3ad8 234 25 Initiative Initiative NNP cord-303137-g2pe3ad8 234 26 at at IN cord-303137-g2pe3ad8 234 27 Data Data NNP cord-303137-g2pe3ad8 234 28 & & CC cord-303137-g2pe3ad8 234 29 Society Society NNP cord-303137-g2pe3ad8 234 30 . . . cord-303137-g2pe3ad8 235 1 He -PRON- PRP cord-303137-g2pe3ad8 235 2 is be VBZ cord-303137-g2pe3ad8 235 3 also also RB cord-303137-g2pe3ad8 235 4 a a DT cord-303137-g2pe3ad8 235 5 research research NN cord-303137-g2pe3ad8 235 6 assistant assistant NN cord-303137-g2pe3ad8 235 7 for for IN cord-303137-g2pe3ad8 235 8 PERVADE PERVADE NNP cord-303137-g2pe3ad8 235 9 , , , cord-303137-g2pe3ad8 235 10 an an DT cord-303137-g2pe3ad8 235 11 NSF NSF NNP cord-303137-g2pe3ad8 235 12 - - HYPH cord-303137-g2pe3ad8 235 13 funded fund VBN cord-303137-g2pe3ad8 235 14 multisite multisite JJ cord-303137-g2pe3ad8 235 15 project project NN cord-303137-g2pe3ad8 235 16 Jacob Jacob NNP cord-303137-g2pe3ad8 235 17 Metcalf Metcalf NNP cord-303137-g2pe3ad8 235 18 is be VBZ cord-303137-g2pe3ad8 235 19 a a DT cord-303137-g2pe3ad8 235 20 researcher researcher NN cord-303137-g2pe3ad8 235 21 for for IN cord-303137-g2pe3ad8 235 22 the the DT cord-303137-g2pe3ad8 235 23 AI AI NNP cord-303137-g2pe3ad8 235 24 on on IN cord-303137-g2pe3ad8 235 25 the the DT cord-303137-g2pe3ad8 235 26 Ground Ground NNP cord-303137-g2pe3ad8 235 27 Initiative Initiative NNP cord-303137-g2pe3ad8 235 28 at at IN cord-303137-g2pe3ad8 235 29 Data Data NNP cord-303137-g2pe3ad8 235 30 & & CC cord-303137-g2pe3ad8 235 31 Society Society NNP cord-303137-g2pe3ad8 235 32 . . . cord-303137-g2pe3ad8 236 1 He -PRON- PRP cord-303137-g2pe3ad8 236 2 is be VBZ cord-303137-g2pe3ad8 236 3 a a DT cord-303137-g2pe3ad8 236 4 PI pi NN cord-303137-g2pe3ad8 236 5 for for IN cord-303137-g2pe3ad8 236 6 PERVADE pervade NN cord-303137-g2pe3ad8 236 7 , , , cord-303137-g2pe3ad8 236 8 an an DT cord-303137-g2pe3ad8 236 9 NSF NSF NNP cord-303137-g2pe3ad8 236 10 - - HYPH cord-303137-g2pe3ad8 236 11 funded fund VBN cord-303137-g2pe3ad8 236 12 multisite multisite JJ cord-303137-g2pe3ad8 236 13 project project NN cord-303137-g2pe3ad8 236 14 and and CC cord-303137-g2pe3ad8 236 15 also also RB cord-303137-g2pe3ad8 236 16 serves serve VBZ cord-303137-g2pe3ad8 236 17 as as IN cord-303137-g2pe3ad8 236 18 the the DT cord-303137-g2pe3ad8 236 19 Ethics Ethics NNP cord-303137-g2pe3ad8 236 20 Subgroup Subgroup NNP cord-303137-g2pe3ad8 236 21 Chair Chair NNP cord-303137-g2pe3ad8 236 22 for for IN cord-303137-g2pe3ad8 236 23 the the DT cord-303137-g2pe3ad8 236 24 IEEE IEEE NNP cord-303137-g2pe3ad8 236 25 P7000 P7000 NNP cord-303137-g2pe3ad8 236 26 Standard Standard NNP