id sid tid token lemma pos pv63fx73p1b 1 1 this this DET pv63fx73p1b 1 2 dissertation dissertation NOUN pv63fx73p1b 1 3 contains contain VERB pv63fx73p1b 1 4 three three NUM pv63fx73p1b 1 5 essays essay NOUN pv63fx73p1b 1 6 about about ADP pv63fx73p1b 1 7 the the DET pv63fx73p1b 1 8 economics economic NOUN pv63fx73p1b 1 9 of of ADP pv63fx73p1b 1 10 health health NOUN pv63fx73p1b 1 11 and and CCONJ pv63fx73p1b 1 12 health health NOUN pv63fx73p1b 1 13 care care NOUN pv63fx73p1b 1 14 . . PUNCT pv63fx73p1b 2 1 the the DET pv63fx73p1b 2 2 chapters chapter NOUN pv63fx73p1b 2 3 that that PRON pv63fx73p1b 2 4 follow follow VERB pv63fx73p1b 2 5 consider consider VERB pv63fx73p1b 2 6 health health NOUN pv63fx73p1b 2 7 inputs input NOUN pv63fx73p1b 2 8 through through ADP pv63fx73p1b 2 9 multiple multiple ADJ pv63fx73p1b 2 10 channels channel NOUN pv63fx73p1b 2 11 , , PUNCT pv63fx73p1b 2 12 including include VERB pv63fx73p1b 2 13 health health NOUN pv63fx73p1b 2 14 care care NOUN pv63fx73p1b 2 15 providers provider NOUN pv63fx73p1b 2 16 and and CCONJ pv63fx73p1b 2 17 family family NOUN pv63fx73p1b 2 18 structure structure NOUN pv63fx73p1b 2 19 . . PUNCT pv63fx73p1b 3 1 motivated motivate VERB pv63fx73p1b 3 2 by by ADP pv63fx73p1b 3 3 extraordinary extraordinary ADJ pv63fx73p1b 3 4 growth growth NOUN pv63fx73p1b 3 5 in in ADP pv63fx73p1b 3 6 the the DET pv63fx73p1b 3 7 outpatient outpatient NOUN pv63fx73p1b 3 8 surgery surgery NOUN pv63fx73p1b 3 9 market market NOUN pv63fx73p1b 3 10 in in ADP pv63fx73p1b 3 11 the the DET pv63fx73p1b 3 12 past past ADJ pv63fx73p1b 3 13 30 30 NUM pv63fx73p1b 3 14 years year NOUN pv63fx73p1b 3 15 , , PUNCT pv63fx73p1b 3 16 the the DET pv63fx73p1b 3 17 first first ADJ pv63fx73p1b 3 18 chapter chapter NOUN pv63fx73p1b 3 19 examines examine VERB pv63fx73p1b 3 20 ambulatory ambulatory ADJ pv63fx73p1b 3 21 surgery surgery NOUN pv63fx73p1b 3 22 centers center NOUN pv63fx73p1b 3 23 ( ( PUNCT pv63fx73p1b 3 24 ascs ascs NOUN pv63fx73p1b 3 25 ) ) PUNCT pv63fx73p1b 3 26 as as ADP pv63fx73p1b 3 27 an an DET pv63fx73p1b 3 28 alternative alternative NOUN pv63fx73p1b 3 29 to to ADP pv63fx73p1b 3 30 outpatient outpatient NOUN pv63fx73p1b 3 31 surgery surgery NOUN pv63fx73p1b 3 32 in in ADP pv63fx73p1b 3 33 hospitals hospital NOUN pv63fx73p1b 3 34 . . PUNCT pv63fx73p1b 4 1 for for ADP pv63fx73p1b 4 2 a a DET pv63fx73p1b 4 3 national national ADJ pv63fx73p1b 4 4 sample sample NOUN pv63fx73p1b 4 5 of of ADP pv63fx73p1b 4 6 medicare medicare PROPN pv63fx73p1b 4 7 patients patient NOUN pv63fx73p1b 4 8 that that PRON pv63fx73p1b 4 9 varies vary VERB pv63fx73p1b 4 10 over over ADP pv63fx73p1b 4 11 time time NOUN pv63fx73p1b 4 12 and and CCONJ pv63fx73p1b 4 13 controlling control VERB pv63fx73p1b 4 14 for for ADP pv63fx73p1b 4 15 physician physician NOUN pv63fx73p1b 4 16 fixed fix VERB pv63fx73p1b 4 17 effects effect NOUN pv63fx73p1b 4 18 , , PUNCT pv63fx73p1b 4 19 we we PRON pv63fx73p1b 4 20 show show VERB pv63fx73p1b 4 21 that that SCONJ pv63fx73p1b 4 22 ascs asc NOUN pv63fx73p1b 4 23 treat treat VERB pv63fx73p1b 4 24 healthier healthy ADJ pv63fx73p1b 4 25 patients patient NOUN pv63fx73p1b 4 26 than than ADP pv63fx73p1b 4 27 hospital hospital NOUN pv63fx73p1b 4 28 outpatient outpatient NOUN pv63fx73p1b 4 29 departments department NOUN pv63fx73p1b 4 30 . . PUNCT pv63fx73p1b 5 1 using use VERB pv63fx73p1b 5 2 the the DET pv63fx73p1b 5 3 variation variation NOUN pv63fx73p1b 5 4 in in ADP pv63fx73p1b 5 5 asc asc PROPN pv63fx73p1b 5 6 use use NOUN pv63fx73p1b 5 7 generated generate VERB pv63fx73p1b 5 8 by by ADP pv63fx73p1b 5 9 exogenous exogenous ADJ pv63fx73p1b 5 10 changes change NOUN pv63fx73p1b 5 11 in in ADP pv63fx73p1b 5 12 medicare medicare NOUN pv63fx73p1b 5 13 payments payment NOUN pv63fx73p1b 5 14 , , PUNCT pv63fx73p1b 5 15 we we PRON pv63fx73p1b 5 16 find find VERB pv63fx73p1b 5 17 that that SCONJ pv63fx73p1b 5 18 treatment treatment NOUN pv63fx73p1b 5 19 in in ADP pv63fx73p1b 5 20 an an DET pv63fx73p1b 5 21 asc asc NOUN pv63fx73p1b 5 22 is be AUX pv63fx73p1b 5 23 associated associate VERB pv63fx73p1b 5 24 with with ADP pv63fx73p1b 5 25 better well ADJ pv63fx73p1b 5 26 health health NOUN pv63fx73p1b 5 27 outcomes outcome NOUN pv63fx73p1b 5 28 , , PUNCT pv63fx73p1b 5 29 holding hold VERB pv63fx73p1b 5 30 patient patient ADJ pv63fx73p1b 5 31 risk risk NOUN pv63fx73p1b 5 32 constant constant ADJ pv63fx73p1b 5 33 . . PUNCT pv63fx73p1b 6 1 these these DET pv63fx73p1b 6 2 results result NOUN pv63fx73p1b 6 3 suggest suggest VERB pv63fx73p1b 6 4 that that SCONJ pv63fx73p1b 6 5 health health NOUN pv63fx73p1b 6 6 policy policy NOUN pv63fx73p1b 6 7 planners planner NOUN pv63fx73p1b 6 8 have have VERB pv63fx73p1b 6 9 to to PART pv63fx73p1b 6 10 trade trade VERB pv63fx73p1b 6 11 off off ADP pv63fx73p1b 6 12 the the DET pv63fx73p1b 6 13 superior superior ADJ pv63fx73p1b 6 14 and and CCONJ pv63fx73p1b 6 15 cheaper cheap ADJ pv63fx73p1b 6 16 treatment treatment NOUN pv63fx73p1b 6 17 in in ADP pv63fx73p1b 6 18 ascs asc NOUN pv63fx73p1b 6 19 against against ADP pv63fx73p1b 6 20 the the DET pv63fx73p1b 6 21 subsidy subsidy NOUN pv63fx73p1b 6 22 outpatient outpatient NOUN pv63fx73p1b 6 23 surgeries surgery NOUN pv63fx73p1b 6 24 provide provide VERB pv63fx73p1b 6 25 to to ADP pv63fx73p1b 6 26 hospitals hospital NOUN pv63fx73p1b 6 27 . . PUNCT pv63fx73p1b 7 1 the the DET pv63fx73p1b 7 2 second second ADJ pv63fx73p1b 7 3 chapter chapter NOUN pv63fx73p1b 7 4 examines examine VERB pv63fx73p1b 7 5 the the DET pv63fx73p1b 7 6 effects effect NOUN pv63fx73p1b 7 7 of of ADP pv63fx73p1b 7 8 minimum minimum ADJ pv63fx73p1b 7 9 nurse nurse NOUN pv63fx73p1b 7 10 staffing staffing NOUN pv63fx73p1b 7 11 legislation legislation NOUN pv63fx73p1b 7 12 in in ADP pv63fx73p1b 7 13 california california PROPN pv63fx73p1b 7 14 on on ADP pv63fx73p1b 7 15 labor labor NOUN pv63fx73p1b 7 16 market market NOUN pv63fx73p1b 7 17 outcomes outcome NOUN pv63fx73p1b 7 18 for for ADP pv63fx73p1b 7 19 registered register VERB pv63fx73p1b 7 20 nurses nurse NOUN pv63fx73p1b 7 21 ( ( PUNCT pv63fx73p1b 7 22 rns rns PROPN pv63fx73p1b 7 23 ) ) PUNCT pv63fx73p1b 7 24 . . PUNCT pv63fx73p1b 8 1 using use VERB pv63fx73p1b 8 2 annual annual ADJ pv63fx73p1b 8 3 financial financial ADJ pv63fx73p1b 8 4 data datum NOUN pv63fx73p1b 8 5 from from ADP pv63fx73p1b 8 6 california california PROPN pv63fx73p1b 8 7 hospitals hospital NOUN pv63fx73p1b 8 8 , , PUNCT pv63fx73p1b 8 9 i i PRON pv63fx73p1b 8 10 find find VERB pv63fx73p1b 8 11 that that SCONJ pv63fx73p1b 8 12 nurse nurse NOUN pv63fx73p1b 8 13 - - PUNCT pv63fx73p1b 8 14 to to ADP pv63fx73p1b 8 15 - - PUNCT pv63fx73p1b 8 16 patient patient NOUN pv63fx73p1b 8 17 ratios ratio NOUN pv63fx73p1b 8 18 in in ADP pv63fx73p1b 8 19 california california PROPN pv63fx73p1b 8 20 hospitals hospital NOUN pv63fx73p1b 8 21 increased increase VERB pv63fx73p1b 8 22 substantially substantially ADV pv63fx73p1b 8 23 following follow VERB pv63fx73p1b 8 24 the the DET pv63fx73p1b 8 25 staffing staffing NOUN pv63fx73p1b 8 26 mandate mandate NOUN pv63fx73p1b 8 27 . . PUNCT pv63fx73p1b 9 1 however however ADV pv63fx73p1b 9 2 , , PUNCT pv63fx73p1b 9 3 individual individual ADJ pv63fx73p1b 9 4 - - PUNCT pv63fx73p1b 9 5 level level NOUN pv63fx73p1b 9 6 survey survey NOUN pv63fx73p1b 9 7 data datum NOUN pv63fx73p1b 9 8 indicate indicate VERB pv63fx73p1b 9 9 that that SCONJ pv63fx73p1b 9 10 the the DET pv63fx73p1b 9 11 law law NOUN pv63fx73p1b 9 12 had have VERB pv63fx73p1b 9 13 no no DET pv63fx73p1b 9 14 effect effect NOUN pv63fx73p1b 9 15 on on ADP pv63fx73p1b 9 16 the the DET pv63fx73p1b 9 17 aggregate aggregate ADJ pv63fx73p1b 9 18 number number NOUN pv63fx73p1b 9 19 of of ADP pv63fx73p1b 9 20 rns rn NOUN pv63fx73p1b 9 21 or or CCONJ pv63fx73p1b 9 22 the the DET pv63fx73p1b 9 23 hours hour NOUN pv63fx73p1b 9 24 they they PRON pv63fx73p1b 9 25 worked work VERB pv63fx73p1b 9 26 in in ADP pv63fx73p1b 9 27 california california PROPN pv63fx73p1b 9 28 hospitals hospital NOUN pv63fx73p1b 9 29 , , PUNCT pv63fx73p1b 9 30 and and CCONJ pv63fx73p1b 9 31 at at ADP pv63fx73p1b 9 32 most most ADV pv63fx73p1b 9 33 a a DET pv63fx73p1b 9 34 modest modest ADJ pv63fx73p1b 9 35 effect effect NOUN pv63fx73p1b 9 36 on on ADP pv63fx73p1b 9 37 wages wage NOUN pv63fx73p1b 9 38 . . PUNCT pv63fx73p1b 10 1 my my PRON pv63fx73p1b 10 2 findings finding NOUN pv63fx73p1b 10 3 suggest suggest VERB pv63fx73p1b 10 4 that that SCONJ pv63fx73p1b 10 5 offsetting offset VERB pv63fx73p1b 10 6 changes change NOUN pv63fx73p1b 10 7 due due ADJ pv63fx73p1b 10 8 to to ADP pv63fx73p1b 10 9 hospital hospital NOUN pv63fx73p1b 10 10 closures closure NOUN pv63fx73p1b 10 11 and and CCONJ pv63fx73p1b 10 12 shifting shift VERB pv63fx73p1b 10 13 staff staff NOUN pv63fx73p1b 10 14 within within ADP pv63fx73p1b 10 15 hospitals hospital NOUN pv63fx73p1b 10 16 mitigated mitigate VERB pv63fx73p1b 10 17 employment employment NOUN pv63fx73p1b 10 18 effects effect NOUN pv63fx73p1b 10 19 of of ADP pv63fx73p1b 10 20 the the DET pv63fx73p1b 10 21 mandated mandate VERB pv63fx73p1b 10 22 minimum minimum ADJ pv63fx73p1b 10 23 staffing staffing NOUN pv63fx73p1b 10 24 legislation legislation NOUN pv63fx73p1b 10 25 . . PUNCT pv63fx73p1b 11 1 the the DET pv63fx73p1b 11 2 final final ADJ pv63fx73p1b 11 3 chapter chapter NOUN pv63fx73p1b 11 4 investigates investigate VERB pv63fx73p1b 11 5 the the DET pv63fx73p1b 11 6 effect effect NOUN pv63fx73p1b 11 7 of of ADP pv63fx73p1b 11 8 the the DET pv63fx73p1b 11 9 age age NOUN pv63fx73p1b 11 10 difference difference NOUN pv63fx73p1b 11 11 between between ADP pv63fx73p1b 11 12 siblings sibling NOUN pv63fx73p1b 11 13 ( ( PUNCT pv63fx73p1b 11 14 spacing space VERB pv63fx73p1b 11 15 ) ) PUNCT pv63fx73p1b 11 16 on on ADP pv63fx73p1b 11 17 educational educational ADJ pv63fx73p1b 11 18 achievement achievement NOUN pv63fx73p1b 11 19 . . PUNCT pv63fx73p1b 12 1 because because SCONJ pv63fx73p1b 12 2 spacing spacing NOUN pv63fx73p1b 12 3 may may AUX pv63fx73p1b 12 4 be be AUX pv63fx73p1b 12 5 endogenous endogenous ADJ pv63fx73p1b 12 6 , , PUNCT pv63fx73p1b 12 7 we we PRON pv63fx73p1b 12 8 use use VERB pv63fx73p1b 12 9 an an DET pv63fx73p1b 12 10 instrumental instrumental ADJ pv63fx73p1b 12 11 variables variable NOUN pv63fx73p1b 12 12 strategy strategy NOUN pv63fx73p1b 12 13 that that PRON pv63fx73p1b 12 14 exploits exploit VERB pv63fx73p1b 12 15 variation variation NOUN pv63fx73p1b 12 16 in in ADP pv63fx73p1b 12 17 spacing space VERB pv63fx73p1b 12 18 driven drive VERB pv63fx73p1b 12 19 by by ADP pv63fx73p1b 12 20 miscarriages miscarriage NOUN pv63fx73p1b 12 21 . . PUNCT pv63fx73p1b 13 1 the the DET pv63fx73p1b 13 2 results result NOUN pv63fx73p1b 13 3 indicate indicate VERB pv63fx73p1b 13 4 that that SCONJ pv63fx73p1b 13 5 a a DET pv63fx73p1b 13 6 one one NUM pv63fx73p1b 13 7 - - PUNCT pv63fx73p1b 13 8 year year NOUN pv63fx73p1b 13 9 increase increase NOUN pv63fx73p1b 13 10 in in ADP pv63fx73p1b 13 11 spacing space VERB pv63fx73p1b 13 12 increases increase NOUN pv63fx73p1b 13 13 test test NOUN pv63fx73p1b 13 14 scores score NOUN pv63fx73p1b 13 15 for for ADP pv63fx73p1b 13 16 older old ADJ pv63fx73p1b 13 17 siblings sibling NOUN pv63fx73p1b 13 18 by by ADP pv63fx73p1b 13 19 about about ADV pv63fx73p1b 13 20 0.17 0.17 NUM pv63fx73p1b 13 21 standard standard ADJ pv63fx73p1b 13 22 deviations deviation NOUN pv63fx73p1b 13 23 . . PUNCT pv63fx73p1b 14 1 these these DET pv63fx73p1b 14 2 results result NOUN pv63fx73p1b 14 3 are be AUX pv63fx73p1b 14 4 larger large ADJ pv63fx73p1b 14 5 than than ADP pv63fx73p1b 14 6 ordinary ordinary ADJ pv63fx73p1b 14 7 least least ADJ pv63fx73p1b 14 8 squares square NOUN pv63fx73p1b 14 9 estimates estimate NOUN pv63fx73p1b 14 10 , , PUNCT pv63fx73p1b 14 11 suggesting suggest VERB pv63fx73p1b 14 12 that that SCONJ pv63fx73p1b 14 13 failing fail VERB pv63fx73p1b 14 14 to to PART pv63fx73p1b 14 15 account account VERB pv63fx73p1b 14 16 for for ADP pv63fx73p1b 14 17 the the DET pv63fx73p1b 14 18 endogeneity endogeneity NOUN pv63fx73p1b 14 19 of of ADP pv63fx73p1b 14 20 spacing space VERB pv63fx73p1b 14 21 may may AUX pv63fx73p1b 14 22 understate understate VERB pv63fx73p1b 14 23 its its PRON pv63fx73p1b 14 24 benefits benefit NOUN pv63fx73p1b 14 25 . . PUNCT pv63fx73p1b 15 1 for for ADP pv63fx73p1b 15 2 younger young ADJ pv63fx73p1b 15 3 siblings sibling NOUN pv63fx73p1b 15 4 , , PUNCT pv63fx73p1b 15 5 we we PRON pv63fx73p1b 15 6 find find VERB pv63fx73p1b 15 7 no no DET pv63fx73p1b 15 8 causal causal ADJ pv63fx73p1b 15 9 impact impact NOUN pv63fx73p1b 15 10 of of ADP pv63fx73p1b 15 11 spacing space VERB pv63fx73p1b 15 12 on on ADP pv63fx73p1b 15 13 test test NOUN pv63fx73p1b 15 14 scores score NOUN pv63fx73p1b 15 15 . . PUNCT