id sid tid token lemma pos cord-340718-amfs4zay 1 1 key key JJ cord-340718-amfs4zay 2 1 : : : cord-340718-amfs4zay 2 2 cord-340718-amfs4zay cord-340718-amfs4zay VBN cord-340718-amfs4zay 2 3 authors author NNS cord-340718-amfs4zay 2 4 : : : cord-340718-amfs4zay 2 5 Zhu Zhu NNP cord-340718-amfs4zay 2 6 , , , cord-340718-amfs4zay 2 7 Gengping Gengping NNP cord-340718-amfs4zay 2 8 ; ; : cord-340718-amfs4zay 2 9 Peterson Peterson NNP cord-340718-amfs4zay 2 10 , , , cord-340718-amfs4zay 2 11 A. A. NNP cord-340718-amfs4zay 2 12 Townsend Townsend NNP cord-340718-amfs4zay 3 1 title title NN cord-340718-amfs4zay 3 2 : : : cord-340718-amfs4zay 3 3 Potential Potential NNP cord-340718-amfs4zay 3 4 Geographic geographic JJ cord-340718-amfs4zay 3 5 Distribution Distribution NNP cord-340718-amfs4zay 3 6 of of IN cord-340718-amfs4zay 3 7 the the DT cord-340718-amfs4zay 3 8 Novel Novel NNP cord-340718-amfs4zay 3 9 Avian Avian NNP cord-340718-amfs4zay 3 10 - - HYPH cord-340718-amfs4zay 3 11 Origin Origin NNP cord-340718-amfs4zay 3 12 Influenza Influenza NNP cord-340718-amfs4zay 3 13 A A NNP cord-340718-amfs4zay 3 14 ( ( -LRB- cord-340718-amfs4zay 3 15 H7N9 H7N9 NNP cord-340718-amfs4zay 3 16 ) ) -RRB- cord-340718-amfs4zay 4 1 Virus virus NN cord-340718-amfs4zay 4 2 date date NN cord-340718-amfs4zay 4 3 : : : cord-340718-amfs4zay 4 4 2014 2014 CD cord-340718-amfs4zay 4 5 - - HYPH cord-340718-amfs4zay 4 6 04 04 CD cord-340718-amfs4zay 4 7 - - HYPH cord-340718-amfs4zay 4 8 01 01 CD cord-340718-amfs4zay 4 9 journal journal NN cord-340718-amfs4zay 4 10 : : : cord-340718-amfs4zay 5 1 PLoS PLoS NNP cord-340718-amfs4zay 5 2 One one CD cord-340718-amfs4zay 5 3 DOI DOI NNP cord-340718-amfs4zay 5 4 : : : cord-340718-amfs4zay 5 5 10.1371 10.1371 CD cord-340718-amfs4zay 5 6 / / SYM cord-340718-amfs4zay 5 7 journal.pone.0093390 journal.pone.0093390 NNP cord-340718-amfs4zay 5 8 sha sha NNP cord-340718-amfs4zay 5 9 : : : cord-340718-amfs4zay 6 1 8af0901c4f1252ca252a8618a346c88b3b65ae1b 8af0901c4f1252ca252a8618a346c88b3b65ae1b NNP cord-340718-amfs4zay 6 2 doc_id doc_id CD cord-340718-amfs4zay 6 3 : : : cord-340718-amfs4zay 6 4 340718 340718 CD cord-340718-amfs4zay 6 5 cord_uid cord_uid NNS cord-340718-amfs4zay 6 6 : : : cord-340718-amfs4zay 6 7 amfs4zay amfs4zay IN cord-340718-amfs4zay 6 8 BACKGROUND background NN cord-340718-amfs4zay 6 9 : : : cord-340718-amfs4zay 7 1 In in IN cord-340718-amfs4zay 7 2 late late JJ cord-340718-amfs4zay 7 3 March March NNP cord-340718-amfs4zay 7 4 2013 2013 CD cord-340718-amfs4zay 7 5 , , , cord-340718-amfs4zay 7 6 a a DT cord-340718-amfs4zay 7 7 new new JJ cord-340718-amfs4zay 7 8 avian avian JJ cord-340718-amfs4zay 7 9 - - HYPH cord-340718-amfs4zay 7 10 origin origin NN cord-340718-amfs4zay 7 11 influenza influenza NN cord-340718-amfs4zay 7 12 virus virus NN cord-340718-amfs4zay 7 13 emerged emerge VBD cord-340718-amfs4zay 7 14 in in IN cord-340718-amfs4zay 7 15 eastern eastern JJ cord-340718-amfs4zay 7 16 China China NNP cord-340718-amfs4zay 7 17 . . . cord-340718-amfs4zay 8 1 This this DT cord-340718-amfs4zay 8 2 H7N9 H7N9 NNP cord-340718-amfs4zay 8 3 subtype subtype NN cord-340718-amfs4zay 8 4 virus virus NN cord-340718-amfs4zay 8 5 has have VBZ cord-340718-amfs4zay 8 6 since since IN cord-340718-amfs4zay 8 7 infected infect VBN cord-340718-amfs4zay 8 8 240 240 CD cord-340718-amfs4zay 8 9 people people NNS cord-340718-amfs4zay 8 10 and and CC cord-340718-amfs4zay 8 11 killed kill VBD cord-340718-amfs4zay 8 12 60 60 CD cord-340718-amfs4zay 8 13 , , , cord-340718-amfs4zay 8 14 and and CC cord-340718-amfs4zay 8 15 has have VBZ cord-340718-amfs4zay 8 16 awakened awaken VBN cord-340718-amfs4zay 8 17 global global JJ cord-340718-amfs4zay 8 18 concern concern NN cord-340718-amfs4zay 8 19 as as IN cord-340718-amfs4zay 8 20 a a DT cord-340718-amfs4zay 8 21 potential potential JJ cord-340718-amfs4zay 8 22 pandemic pandemic NN cord-340718-amfs4zay 8 23 threat threat NN cord-340718-amfs4zay 8 24 . . . cord-340718-amfs4zay 9 1 Ecological ecological JJ cord-340718-amfs4zay 9 2 niche niche NN cord-340718-amfs4zay 9 3 modeling modeling NN cord-340718-amfs4zay 9 4 has have VBZ cord-340718-amfs4zay 9 5 seen see VBN cord-340718-amfs4zay 9 6 increasing increase VBG cord-340718-amfs4zay 9 7 applications application NNS cord-340718-amfs4zay 9 8 as as IN cord-340718-amfs4zay 9 9 a a DT cord-340718-amfs4zay 9 10 useful useful JJ cord-340718-amfs4zay 9 11 tool tool NN cord-340718-amfs4zay 9 12 in in IN cord-340718-amfs4zay 9 13 mapping map VBG cord-340718-amfs4zay 9 14 geographic geographic JJ cord-340718-amfs4zay 9 15 potential potential NN cord-340718-amfs4zay 9 16 and and CC cord-340718-amfs4zay 9 17 risk risk NN cord-340718-amfs4zay 9 18 of of IN cord-340718-amfs4zay 9 19 disease disease NN cord-340718-amfs4zay 9 20 transmission transmission NN cord-340718-amfs4zay 9 21 . . . cord-340718-amfs4zay 10 1 METHODOLOGY methodology NN cord-340718-amfs4zay 10 2 / / SYM cord-340718-amfs4zay 10 3 PRINCIPALS principal NNS cord-340718-amfs4zay 10 4 : : : cord-340718-amfs4zay 11 1 We -PRON- PRP cord-340718-amfs4zay 11 2 developed develop VBD cord-340718-amfs4zay 11 3 two two CD cord-340718-amfs4zay 11 4 datasets dataset NNS cord-340718-amfs4zay 11 5 based base VBN cord-340718-amfs4zay 11 6 on on IN cord-340718-amfs4zay 11 7 seasonal seasonal JJ cord-340718-amfs4zay 11 8 variation variation NN cord-340718-amfs4zay 11 9 in in IN cord-340718-amfs4zay 11 10 Normalized Normalized NNP cord-340718-amfs4zay 11 11 Difference Difference NNP cord-340718-amfs4zay 11 12 Vegetation Vegetation NNP cord-340718-amfs4zay 11 13 Index Index NNP cord-340718-amfs4zay 11 14 ( ( -LRB- cord-340718-amfs4zay 11 15 NDVI NDVI NNP cord-340718-amfs4zay 11 16 ) ) -RRB- cord-340718-amfs4zay 11 17 from from IN cord-340718-amfs4zay 11 18 the the DT cord-340718-amfs4zay 11 19 MODIS MODIS NNP cord-340718-amfs4zay 11 20 sensor sensor NN cord-340718-amfs4zay 11 21 to to TO cord-340718-amfs4zay 11 22 characterize characterize VB cord-340718-amfs4zay 11 23 environmental environmental JJ cord-340718-amfs4zay 11 24 dimensions dimension NNS cord-340718-amfs4zay 11 25 of of IN cord-340718-amfs4zay 11 26 H7N9 H7N9 NNP cord-340718-amfs4zay 11 27 virus virus NN cord-340718-amfs4zay 11 28 . . . cord-340718-amfs4zay 12 1 One one CD cord-340718-amfs4zay 12 2 - - HYPH cord-340718-amfs4zay 12 3 third third NN cord-340718-amfs4zay 12 4 of of IN cord-340718-amfs4zay 12 5 well well RB cord-340718-amfs4zay 12 6 - - HYPH cord-340718-amfs4zay 12 7 documented document VBN cord-340718-amfs4zay 12 8 cases case NNS cord-340718-amfs4zay 12 9 was be VBD cord-340718-amfs4zay 12 10 used use VBN cord-340718-amfs4zay 12 11 to to TO cord-340718-amfs4zay 12 12 test test VB cord-340718-amfs4zay 12 13 robustness robustness NN cord-340718-amfs4zay 12 14 of of IN cord-340718-amfs4zay 12 15 models model NNS cord-340718-amfs4zay 12 16 calibrated calibrate VBN cord-340718-amfs4zay 12 17 based base VBN cord-340718-amfs4zay 12 18 on on IN cord-340718-amfs4zay 12 19 the the DT cord-340718-amfs4zay 12 20 remaining remain VBG cord-340718-amfs4zay 12 21 two two CD cord-340718-amfs4zay 12 22 - - HYPH cord-340718-amfs4zay 12 23 thirds third NNS cord-340718-amfs4zay 12 24 , , , cord-340718-amfs4zay 12 25 and and CC cord-340718-amfs4zay 12 26 model model NN cord-340718-amfs4zay 12 27 significance significance NN cord-340718-amfs4zay 12 28 was be VBD cord-340718-amfs4zay 12 29 tested test VBN cord-340718-amfs4zay 12 30 using use VBG cord-340718-amfs4zay 12 31 partial partial JJ cord-340718-amfs4zay 12 32 ROC ROC NNP cord-340718-amfs4zay 12 33 approaches approach NNS cord-340718-amfs4zay 12 34 . . . cord-340718-amfs4zay 13 1 A a DT cord-340718-amfs4zay 13 2 final final JJ cord-340718-amfs4zay 13 3 niche niche NN cord-340718-amfs4zay 13 4 model model NN cord-340718-amfs4zay 13 5 was be VBD cord-340718-amfs4zay 13 6 calibrated calibrate VBN cord-340718-amfs4zay 13 7 using use VBG cord-340718-amfs4zay 13 8 all all DT cord-340718-amfs4zay 13 9 records record NNS cord-340718-amfs4zay 13 10 available available JJ cord-340718-amfs4zay 13 11 . . . cord-340718-amfs4zay 14 1 CONCLUSIONS conclusion NNS cord-340718-amfs4zay 14 2 / / SYM cord-340718-amfs4zay 14 3 SIGNIFICANCE significance NN cord-340718-amfs4zay 14 4 : : : cord-340718-amfs4zay 15 1 Central central JJ cord-340718-amfs4zay 15 2 - - HYPH cord-340718-amfs4zay 15 3 eastern eastern JJ cord-340718-amfs4zay 15 4 China China NNP cord-340718-amfs4zay 15 5 appears appear VBZ cord-340718-amfs4zay 15 6 to to TO cord-340718-amfs4zay 15 7 represent represent VB cord-340718-amfs4zay 15 8 an an DT cord-340718-amfs4zay 15 9 area area NN cord-340718-amfs4zay 15 10 of of IN cord-340718-amfs4zay 15 11 high high JJ cord-340718-amfs4zay 15 12 risk risk NN cord-340718-amfs4zay 15 13 for for IN cord-340718-amfs4zay 15 14 H7N9 H7N9 NNP cord-340718-amfs4zay 15 15 spread spread NN cord-340718-amfs4zay 15 16 , , , cord-340718-amfs4zay 15 17 but but CC cord-340718-amfs4zay 15 18 suitable suitable JJ cord-340718-amfs4zay 15 19 areas area NNS cord-340718-amfs4zay 15 20 were be VBD cord-340718-amfs4zay 15 21 distributed distribute VBN cord-340718-amfs4zay 15 22 more more RBR cord-340718-amfs4zay 15 23 spottily spottily RB cord-340718-amfs4zay 15 24 in in IN cord-340718-amfs4zay 15 25 the the DT cord-340718-amfs4zay 15 26 north north NN cord-340718-amfs4zay 15 27 and and CC cord-340718-amfs4zay 15 28 only only RB cord-340718-amfs4zay 15 29 along along IN cord-340718-amfs4zay 15 30 the the DT cord-340718-amfs4zay 15 31 coast coast NN cord-340718-amfs4zay 15 32 in in IN cord-340718-amfs4zay 15 33 the the DT cord-340718-amfs4zay 15 34 south south NN cord-340718-amfs4zay 15 35 ; ; : cord-340718-amfs4zay 15 36 highly highly RB cord-340718-amfs4zay 15 37 suitable suitable JJ cord-340718-amfs4zay 15 38 areas area NNS cord-340718-amfs4zay 15 39 also also RB cord-340718-amfs4zay 15 40 were be VBD cord-340718-amfs4zay 15 41 identified identify VBN cord-340718-amfs4zay 15 42 in in IN cord-340718-amfs4zay 15 43 western western JJ cord-340718-amfs4zay 15 44 Taiwan Taiwan NNP cord-340718-amfs4zay 15 45 . . . cord-340718-amfs4zay 16 1 Areas area NNS cord-340718-amfs4zay 16 2 identified identify VBN cord-340718-amfs4zay 16 3 as as IN cord-340718-amfs4zay 16 4 presenting present VBG cord-340718-amfs4zay 16 5 high high JJ cord-340718-amfs4zay 16 6 risk risk NN cord-340718-amfs4zay 16 7 for for IN cord-340718-amfs4zay 16 8 H7N9 H7N9 NNP cord-340718-amfs4zay 16 9 spread spread NN cord-340718-amfs4zay 16 10 tend tend VBP cord-340718-amfs4zay 16 11 to to TO cord-340718-amfs4zay 16 12 present present VB cord-340718-amfs4zay 16 13 consistent consistent JJ cord-340718-amfs4zay 16 14 NDVI NDVI NNP cord-340718-amfs4zay 16 15 values value NNS cord-340718-amfs4zay 16 16 through through IN cord-340718-amfs4zay 16 17 the the DT cord-340718-amfs4zay 16 18 year year NN cord-340718-amfs4zay 16 19 , , , cord-340718-amfs4zay 16 20 whereas whereas IN cord-340718-amfs4zay 16 21 unsuitable unsuitable JJ cord-340718-amfs4zay 16 22 areas area NNS cord-340718-amfs4zay 16 23 show show VBP cord-340718-amfs4zay 16 24 greater great JJR cord-340718-amfs4zay 16 25 seasonal seasonal JJ cord-340718-amfs4zay 16 26 variation variation NN cord-340718-amfs4zay 16 27 . . . cord-340718-amfs4zay 17 1 In in IN cord-340718-amfs4zay 17 2 March March NNP cord-340718-amfs4zay 17 3 and and CC cord-340718-amfs4zay 17 4 early early JJ cord-340718-amfs4zay 17 5 April April NNP cord-340718-amfs4zay 17 6 2013 2013 CD cord-340718-amfs4zay 17 7 , , , cord-340718-amfs4zay 17 8 a a DT cord-340718-amfs4zay 17 9 new new JJ cord-340718-amfs4zay 17 10 avian avian JJ cord-340718-amfs4zay 17 11 - - HYPH cord-340718-amfs4zay 17 12 origin origin NN cord-340718-amfs4zay 17 13 influenza influenza NN cord-340718-amfs4zay 17 14 A A NNP cord-340718-amfs4zay 17 15 ( ( -LRB- cord-340718-amfs4zay 17 16 H7N9 H7N9 NNP cord-340718-amfs4zay 17 17 ) ) -RRB- cord-340718-amfs4zay 17 18 virus virus NN cord-340718-amfs4zay 17 19 emerged emerge VBD cord-340718-amfs4zay 17 20 in in IN cord-340718-amfs4zay 17 21 eastern eastern JJ cord-340718-amfs4zay 17 22 China China NNP cord-340718-amfs4zay 17 23 , , , cord-340718-amfs4zay 17 24 this this DT cord-340718-amfs4zay 17 25 H7N9 H7N9 NNP cord-340718-amfs4zay 17 26 is be VBZ cord-340718-amfs4zay 17 27 causing cause VBG cord-340718-amfs4zay 17 28 disease disease NN cord-340718-amfs4zay 17 29 in in IN cord-340718-amfs4zay 17 30 humans human NNS cord-340718-amfs4zay 17 31 . . . cord-340718-amfs4zay 18 1 People People NNS cord-340718-amfs4zay 18 2 infected infect VBN cord-340718-amfs4zay 18 3 with with IN cord-340718-amfs4zay 18 4 H7N9 H7N9 NNP cord-340718-amfs4zay 18 5 usually usually RB cord-340718-amfs4zay 18 6 showed show VBD cord-340718-amfs4zay 18 7 symptoms symptom NNS cord-340718-amfs4zay 18 8 including include VBG cord-340718-amfs4zay 18 9 fever fever NN cord-340718-amfs4zay 18 10 , , , cord-340718-amfs4zay 18 11 coughing cough VBG cord-340718-amfs4zay 18 12 , , , cord-340718-amfs4zay 18 13 and and CC cord-340718-amfs4zay 18 14 severe severe JJ cord-340718-amfs4zay 18 15 acute acute JJ cord-340718-amfs4zay 18 16 respiratory respiratory JJ cord-340718-amfs4zay 18 17 illness illness NN cord-340718-amfs4zay 18 18 , , , cord-340718-amfs4zay 18 19 and and CC cord-340718-amfs4zay 18 20 the the DT cord-340718-amfs4zay 18 21 virus virus NN cord-340718-amfs4zay 18 22 has have VBZ cord-340718-amfs4zay 18 23 now now RB cord-340718-amfs4zay 18 24 infected infect VBN cord-340718-amfs4zay 18 25 at at IN cord-340718-amfs4zay 18 26 least least JJS cord-340718-amfs4zay 18 27 240 240 CD cord-340718-amfs4zay 18 28 and and CC cord-340718-amfs4zay 18 29 killed kill VBD cord-340718-amfs4zay 18 30 60 60 CD cord-340718-amfs4zay 18 31 people people NNS cord-340718-amfs4zay 18 32 in in IN cord-340718-amfs4zay 18 33 China China NNP cord-340718-amfs4zay 18 34 , , , cord-340718-amfs4zay 18 35 causing cause VBG cord-340718-amfs4zay 18 36 global global JJ cord-340718-amfs4zay 18 37 concern concern NN cord-340718-amfs4zay 18 38 regarding regard VBG cord-340718-amfs4zay 18 39 potential potential JJ cord-340718-amfs4zay 18 40 pandemic pandemic NN cord-340718-amfs4zay 18 41 threats threat NNS cord-340718-amfs4zay 18 42 [ [ -LRB- cord-340718-amfs4zay 18 43 1 1 CD cord-340718-amfs4zay 18 44 ] ] -RRB- cord-340718-amfs4zay 18 45 [ [ -LRB- cord-340718-amfs4zay 18 46 2 2 CD cord-340718-amfs4zay 18 47 ] ] -RRB- cord-340718-amfs4zay 18 48 . . . cord-340718-amfs4zay 19 1 Since since IN cord-340718-amfs4zay 19 2 the the DT cord-340718-amfs4zay 19 3 first first JJ cord-340718-amfs4zay 19 4 case case NN cord-340718-amfs4zay 19 5 was be VBD cord-340718-amfs4zay 19 6 reported report VBN cord-340718-amfs4zay 19 7 , , , cord-340718-amfs4zay 19 8 researchers researcher NNS cord-340718-amfs4zay 19 9 focused focus VBD cord-340718-amfs4zay 19 10 on on IN cord-340718-amfs4zay 19 11 improving improve VBG cord-340718-amfs4zay 19 12 diagnosis diagnosis NN cord-340718-amfs4zay 19 13 , , , cord-340718-amfs4zay 19 14 understanding understand VBG cord-340718-amfs4zay 19 15 location location NN cord-340718-amfs4zay 19 16 of of IN cord-340718-amfs4zay 19 17 origin origin NN cord-340718-amfs4zay 19 18 , , , cord-340718-amfs4zay 19 19 and and CC cord-340718-amfs4zay 19 20 methods method NNS cord-340718-amfs4zay 19 21 of of IN cord-340718-amfs4zay 19 22 cure cure NN cord-340718-amfs4zay 19 23 ; ; : cord-340718-amfs4zay 19 24 however however RB cord-340718-amfs4zay 19 25 , , , cord-340718-amfs4zay 19 26 little little JJ cord-340718-amfs4zay 19 27 is be VBZ cord-340718-amfs4zay 19 28 known know VBN cord-340718-amfs4zay 19 29 about about IN cord-340718-amfs4zay 19 30 the the DT cord-340718-amfs4zay 19 31 geographic geographic JJ cord-340718-amfs4zay 19 32 potential potential NN cord-340718-amfs4zay 19 33 of of IN cord-340718-amfs4zay 19 34 H7N9 H7N9 NNP cord-340718-amfs4zay 19 35 or or CC cord-340718-amfs4zay 19 36 environmental environmental JJ cord-340718-amfs4zay 19 37 correlates correlate NNS cord-340718-amfs4zay 19 38 of of IN cord-340718-amfs4zay 19 39 its -PRON- PRP$ cord-340718-amfs4zay 19 40 transmission transmission NN cord-340718-amfs4zay 19 41 , , , cord-340718-amfs4zay 19 42 except except IN cord-340718-amfs4zay 19 43 Butler Butler NNP cord-340718-amfs4zay 19 44 [ [ -LRB- cord-340718-amfs4zay 19 45 3 3 CD cord-340718-amfs4zay 19 46 ] ] -RRB- cord-340718-amfs4zay 19 47 and and CC cord-340718-amfs4zay 19 48 He -PRON- PRP cord-340718-amfs4zay 19 49 and and CC cord-340718-amfs4zay 19 50 Chen Chen NNP cord-340718-amfs4zay 19 51 [ [ -LRB- cord-340718-amfs4zay 19 52 4 4 CD cord-340718-amfs4zay 19 53 ] ] -RRB- cord-340718-amfs4zay 19 54 , , , cord-340718-amfs4zay 19 55 who who WP cord-340718-amfs4zay 19 56 presented present VBD cord-340718-amfs4zay 19 57 ideas idea NNS cord-340718-amfs4zay 19 58 based base VBN cord-340718-amfs4zay 19 59 on on IN cord-340718-amfs4zay 19 60 lessons lesson NNS cord-340718-amfs4zay 19 61 from from IN cord-340718-amfs4zay 19 62 the the DT cord-340718-amfs4zay 19 63 previous previous JJ cord-340718-amfs4zay 19 64 avian avian JJ cord-340718-amfs4zay 19 65 influenza influenza NN cord-340718-amfs4zay 19 66 threat threat NN cord-340718-amfs4zay 19 67 ( ( -LRB- cord-340718-amfs4zay 19 68 i.e. i.e. FW cord-340718-amfs4zay 19 69 H5N1 H5N1 NNP cord-340718-amfs4zay 19 70 ) ) -RRB- cord-340718-amfs4zay 19 71 , , , cord-340718-amfs4zay 19 72 and and CC cord-340718-amfs4zay 19 73 Shi Shi NNP cord-340718-amfs4zay 19 74 [ [ -LRB- cord-340718-amfs4zay 19 75 5 5 CD cord-340718-amfs4zay 19 76 ] ] -RRB- cord-340718-amfs4zay 19 77 and and CC cord-340718-amfs4zay 19 78 Fang Fang NNP cord-340718-amfs4zay 19 79 [ [ -LRB- cord-340718-amfs4zay 19 80 6 6 CD cord-340718-amfs4zay 19 81 ] ] -RRB- cord-340718-amfs4zay 19 82 , , , cord-340718-amfs4zay 19 83 who who WP cord-340718-amfs4zay 19 84 mapped map VBD cord-340718-amfs4zay 19 85 the the DT cord-340718-amfs4zay 19 86 spread spread NN cord-340718-amfs4zay 19 87 potential potential NN cord-340718-amfs4zay 19 88 of of IN cord-340718-amfs4zay 19 89 H7N9 H7N9 NNP cord-340718-amfs4zay 19 90 using use VBG cord-340718-amfs4zay 19 91 spatial spatial JJ cord-340718-amfs4zay 19 92 regression regression NN cord-340718-amfs4zay 19 93 method method NN cord-340718-amfs4zay 19 94 . . . cord-340718-amfs4zay 20 1 The the DT cord-340718-amfs4zay 20 2 first first JJ cord-340718-amfs4zay 20 3 known know VBN cord-340718-amfs4zay 20 4 human human JJ cord-340718-amfs4zay 20 5 H7N9 H7N9 NNP cord-340718-amfs4zay 20 6 infections infection NNS cord-340718-amfs4zay 20 7 were be VBD cord-340718-amfs4zay 20 8 reported report VBN cord-340718-amfs4zay 20 9 on on IN cord-340718-amfs4zay 20 10 31 31 CD cord-340718-amfs4zay 20 11 March March NNP cord-340718-amfs4zay 20 12 2013 2013 CD cord-340718-amfs4zay 20 13 , , , cord-340718-amfs4zay 20 14 with with IN cord-340718-amfs4zay 20 15 two two CD cord-340718-amfs4zay 20 16 cases case NNS cord-340718-amfs4zay 20 17 in in IN cord-340718-amfs4zay 20 18 Shanghai Shanghai NNP cord-340718-amfs4zay 20 19 and and CC cord-340718-amfs4zay 20 20 one one CD cord-340718-amfs4zay 20 21 in in IN cord-340718-amfs4zay 20 22 the the DT cord-340718-amfs4zay 20 23 neighboring neighbor VBG cord-340718-amfs4zay 20 24 province province NN cord-340718-amfs4zay 20 25 of of IN cord-340718-amfs4zay 20 26 Anhui Anhui NNP cord-340718-amfs4zay 20 27 . . . cord-340718-amfs4zay 21 1 By by IN cord-340718-amfs4zay 21 2 22 22 CD cord-340718-amfs4zay 21 3 April April NNP cord-340718-amfs4zay 21 4 2013 2013 CD cord-340718-amfs4zay 21 5 , , , cord-340718-amfs4zay 21 6 the the DT cord-340718-amfs4zay 21 7 World World NNP cord-340718-amfs4zay 21 8 Health Health NNP cord-340718-amfs4zay 21 9 Organization Organization NNP cord-340718-amfs4zay 21 10 ( ( -LRB- cord-340718-amfs4zay 21 11 WHO who WP cord-340718-amfs4zay 21 12 ) ) -RRB- cord-340718-amfs4zay 21 13 tallied tally VBD cord-340718-amfs4zay 21 14 104 104 CD cord-340718-amfs4zay 21 15 confirmed confirm VBN cord-340718-amfs4zay 21 16 cases case NNS cord-340718-amfs4zay 21 17 , , , cord-340718-amfs4zay 21 18 over over IN cord-340718-amfs4zay 21 19 an an DT cord-340718-amfs4zay 21 20 expanded expand VBN cord-340718-amfs4zay 21 21 area area NN cord-340718-amfs4zay 21 22 including include VBG cord-340718-amfs4zay 21 23 neighboring neighbor VBG cord-340718-amfs4zay 21 24 Jiangsu Jiangsu NNP cord-340718-amfs4zay 21 25 and and CC cord-340718-amfs4zay 21 26 Zhejiang Zhejiang NNP cord-340718-amfs4zay 21 27 provinces province NNS cord-340718-amfs4zay 21 28 [ [ -LRB- cord-340718-amfs4zay 21 29 3 3 CD cord-340718-amfs4zay 21 30 ] ] -RRB- cord-340718-amfs4zay 21 31 . . . cord-340718-amfs4zay 22 1 Most Most JJS cord-340718-amfs4zay 22 2 human human JJ cord-340718-amfs4zay 22 3 H7N9 H7N9 NNP cord-340718-amfs4zay 22 4 cases case NNS cord-340718-amfs4zay 22 5 remain remain VBP cord-340718-amfs4zay 22 6 concentrated concentrated JJ cord-340718-amfs4zay 22 7 around around IN cord-340718-amfs4zay 22 8 Shanghai Shanghai NNP cord-340718-amfs4zay 22 9 , , , cord-340718-amfs4zay 22 10 but but CC cord-340718-amfs4zay 22 11 cases case NNS cord-340718-amfs4zay 22 12 have have VBP cord-340718-amfs4zay 22 13 been be VBN cord-340718-amfs4zay 22 14 detected detect VBN cord-340718-amfs4zay 22 15 in in IN cord-340718-amfs4zay 22 16 Beijing Beijing NNP cord-340718-amfs4zay 22 17 in in IN cord-340718-amfs4zay 22 18 the the DT cord-340718-amfs4zay 22 19 north north NN cord-340718-amfs4zay 22 20 , , , cord-340718-amfs4zay 22 21 Henan Henan NNP cord-340718-amfs4zay 22 22 and and CC cord-340718-amfs4zay 22 23 Anhui Anhui NNP cord-340718-amfs4zay 22 24 provinces province NNS cord-340718-amfs4zay 22 25 in in IN cord-340718-amfs4zay 22 26 the the DT cord-340718-amfs4zay 22 27 interior interior NN cord-340718-amfs4zay 22 28 , , , cord-340718-amfs4zay 22 29 and and CC cord-340718-amfs4zay 22 30 Hunan Hunan NNP cord-340718-amfs4zay 22 31 , , , cord-340718-amfs4zay 22 32 Jiangxi Jiangxi NNP cord-340718-amfs4zay 22 33 , , , cord-340718-amfs4zay 22 34 Fujian Fujian NNP cord-340718-amfs4zay 22 35 and and CC cord-340718-amfs4zay 22 36 Guangdong Guangdong NNP cord-340718-amfs4zay 22 37 provinces province NNS cord-340718-amfs4zay 22 38 in in IN cord-340718-amfs4zay 22 39 the the DT cord-340718-amfs4zay 22 40 south south NN cord-340718-amfs4zay 22 41 ( ( -LRB- cord-340718-amfs4zay 22 42 Figure figure NN cord-340718-amfs4zay 22 43 1 1 CD cord-340718-amfs4zay 22 44 ) ) -RRB- cord-340718-amfs4zay 22 45 . . . cord-340718-amfs4zay 23 1 The the DT cord-340718-amfs4zay 23 2 source source NN cord-340718-amfs4zay 23 3 of of IN cord-340718-amfs4zay 23 4 H7N9 h7n9 JJ cord-340718-amfs4zay 23 5 human human JJ cord-340718-amfs4zay 23 6 infections infection NNS cord-340718-amfs4zay 23 7 is be VBZ cord-340718-amfs4zay 23 8 unclear unclear JJ cord-340718-amfs4zay 23 9 , , , cord-340718-amfs4zay 23 10 but but CC cord-340718-amfs4zay 23 11 it -PRON- PRP cord-340718-amfs4zay 23 12 appears appear VBZ cord-340718-amfs4zay 23 13 to to TO cord-340718-amfs4zay 23 14 be be VB cord-340718-amfs4zay 23 15 carried carry VBN cord-340718-amfs4zay 23 16 by by IN cord-340718-amfs4zay 23 17 poultry poultry NN cord-340718-amfs4zay 23 18 , , , cord-340718-amfs4zay 23 19 in in IN cord-340718-amfs4zay 23 20 their -PRON- PRP$ cord-340718-amfs4zay 23 21 secretions secretion NNS cord-340718-amfs4zay 23 22 or or CC cord-340718-amfs4zay 23 23 excretions excretion NNS cord-340718-amfs4zay 23 24 [ [ -LRB- cord-340718-amfs4zay 23 25 7 7 CD cord-340718-amfs4zay 23 26 ] ] -RRB- cord-340718-amfs4zay 23 27 [ [ -LRB- cord-340718-amfs4zay 23 28 8 8 CD cord-340718-amfs4zay 23 29 ] ] -RRB- cord-340718-amfs4zay 23 30 . . . cord-340718-amfs4zay 24 1 Ecological ecological JJ cord-340718-amfs4zay 24 2 niche niche NN cord-340718-amfs4zay 24 3 modeling modeling NN cord-340718-amfs4zay 24 4 ( ( -LRB- cord-340718-amfs4zay 24 5 ENM ENM NNP cord-340718-amfs4zay 24 6 ) ) -RRB- cord-340718-amfs4zay 24 7 offers offer VBZ cord-340718-amfs4zay 24 8 a a DT cord-340718-amfs4zay 24 9 means means NN cord-340718-amfs4zay 24 10 by by IN cord-340718-amfs4zay 24 11 which which WDT cord-340718-amfs4zay 24 12 to to TO cord-340718-amfs4zay 24 13 characterize characterize VB cord-340718-amfs4zay 24 14 environmental environmental JJ cord-340718-amfs4zay 24 15 conditions condition NNS cord-340718-amfs4zay 24 16 suitable suitable JJ cord-340718-amfs4zay 24 17 for for IN cord-340718-amfs4zay 24 18 species specie NNS cord-340718-amfs4zay 24 19 or or CC cord-340718-amfs4zay 24 20 phenomena phenomena VBP cord-340718-amfs4zay 24 21 such such JJ cord-340718-amfs4zay 24 22 as as IN cord-340718-amfs4zay 24 23 disease disease NN cord-340718-amfs4zay 24 24 transmission transmission NN cord-340718-amfs4zay 24 25 , , , cord-340718-amfs4zay 24 26 and and CC cord-340718-amfs4zay 24 27 identify identify VB cord-340718-amfs4zay 24 28 where where WRB cord-340718-amfs4zay 24 29 those those DT cord-340718-amfs4zay 24 30 suitable suitable JJ cord-340718-amfs4zay 24 31 environments environment NNS cord-340718-amfs4zay 24 32 are be VBP cord-340718-amfs4zay 24 33 manifested manifest VBN cord-340718-amfs4zay 24 34 in in IN cord-340718-amfs4zay 24 35 geographic geographic JJ cord-340718-amfs4zay 24 36 space space NN cord-340718-amfs4zay 24 37 [ [ -LRB- cord-340718-amfs4zay 24 38 9 9 CD cord-340718-amfs4zay 24 39 ] ] -RRB- cord-340718-amfs4zay 24 40 . . . cord-340718-amfs4zay 25 1 Although although IN cord-340718-amfs4zay 25 2 applications application NNS cord-340718-amfs4zay 25 3 of of IN cord-340718-amfs4zay 25 4 ENM ENM NNP cord-340718-amfs4zay 25 5 to to IN cord-340718-amfs4zay 25 6 understanding understand VBG cord-340718-amfs4zay 25 7 the the DT cord-340718-amfs4zay 25 8 geography geography NN cord-340718-amfs4zay 25 9 and and CC cord-340718-amfs4zay 25 10 ecology ecology NN cord-340718-amfs4zay 25 11 of of IN cord-340718-amfs4zay 25 12 disease disease NN cord-340718-amfs4zay 25 13 transmission transmission NN cord-340718-amfs4zay 25 14 are be VBP cord-340718-amfs4zay 25 15 in in IN cord-340718-amfs4zay 25 16 early early JJ cord-340718-amfs4zay 25 17 stages stage NNS cord-340718-amfs4zay 25 18 of of IN cord-340718-amfs4zay 25 19 exploration exploration NN cord-340718-amfs4zay 25 20 and and CC cord-340718-amfs4zay 25 21 development development NN cord-340718-amfs4zay 25 22 , , , cord-340718-amfs4zay 25 23 it -PRON- PRP cord-340718-amfs4zay 25 24 has have VBZ cord-340718-amfs4zay 25 25 been be VBN cord-340718-amfs4zay 25 26 successfully successfully RB cord-340718-amfs4zay 25 27 applied apply VBN cord-340718-amfs4zay 25 28 to to IN cord-340718-amfs4zay 25 29 transmission transmission NN cord-340718-amfs4zay 25 30 of of IN cord-340718-amfs4zay 25 31 several several JJ cord-340718-amfs4zay 25 32 diseases disease NNS cord-340718-amfs4zay 25 33 ( ( -LRB- cord-340718-amfs4zay 25 34 e.g. e.g. RB cord-340718-amfs4zay 25 35 [ [ -LRB- cord-340718-amfs4zay 25 36 10 10 CD cord-340718-amfs4zay 25 37 ] ] -RRB- cord-340718-amfs4zay 25 38 [ [ -LRB- cord-340718-amfs4zay 25 39 11 11 CD cord-340718-amfs4zay 25 40 ] ] -RRB- cord-340718-amfs4zay 25 41 ) ) -RRB- cord-340718-amfs4zay 25 42 , , , cord-340718-amfs4zay 25 43 including include VBG cord-340718-amfs4zay 25 44 avian avian JJ cord-340718-amfs4zay 25 45 influenza influenza NN cord-340718-amfs4zay 25 46 ( ( -LRB- cord-340718-amfs4zay 25 47 e.g. e.g. RB cord-340718-amfs4zay 25 48 H5N1 H5N1 NNP cord-340718-amfs4zay 25 49 ; ; : cord-340718-amfs4zay 25 50 [ [ -LRB- cord-340718-amfs4zay 25 51 12 12 CD cord-340718-amfs4zay 25 52 ] ] -RRB- cord-340718-amfs4zay 25 53 ) ) -RRB- cord-340718-amfs4zay 25 54 . . . cord-340718-amfs4zay 26 1 This this DT cord-340718-amfs4zay 26 2 contribution contribution NN cord-340718-amfs4zay 26 3 aims aim VBZ cord-340718-amfs4zay 26 4 to to TO cord-340718-amfs4zay 26 5 present present VB cord-340718-amfs4zay 26 6 a a DT cord-340718-amfs4zay 26 7 first first JJ cord-340718-amfs4zay 26 8 range range NN cord-340718-amfs4zay 26 9 - - HYPH cord-340718-amfs4zay 26 10 wide wide JJ cord-340718-amfs4zay 26 11 ENM enm NN cord-340718-amfs4zay 26 12 - - HYPH cord-340718-amfs4zay 26 13 based base VBN cord-340718-amfs4zay 26 14 analysis analysis NN cord-340718-amfs4zay 26 15 of of IN cord-340718-amfs4zay 26 16 H7N9 H7N9 NNP cord-340718-amfs4zay 26 17 in in IN cord-340718-amfs4zay 26 18 China China NNP cord-340718-amfs4zay 26 19 . . . cord-340718-amfs4zay 27 1 H7N9 h7n9 JJ cord-340718-amfs4zay 27 2 cases case NNS cord-340718-amfs4zay 27 3 have have VBP cord-340718-amfs4zay 27 4 been be VBN cord-340718-amfs4zay 27 5 documented document VBN cord-340718-amfs4zay 27 6 in in IN cord-340718-amfs4zay 27 7 detail detail NN cord-340718-amfs4zay 27 8 since since IN cord-340718-amfs4zay 27 9 the the DT cord-340718-amfs4zay 27 10 initiation initiation NN cord-340718-amfs4zay 27 11 of of IN cord-340718-amfs4zay 27 12 the the DT cord-340718-amfs4zay 27 13 outbreak outbreak NN cord-340718-amfs4zay 27 14 ; ; : cord-340718-amfs4zay 27 15 in in IN cord-340718-amfs4zay 27 16 particular particular JJ cord-340718-amfs4zay 27 17 , , , cord-340718-amfs4zay 27 18 a a DT cord-340718-amfs4zay 27 19 real real JJ cord-340718-amfs4zay 27 20 - - HYPH cord-340718-amfs4zay 27 21 time time NN cord-340718-amfs4zay 27 22 H7N9 H7N9 NNP cord-340718-amfs4zay 27 23 reporting reporting NN cord-340718-amfs4zay 27 24 system system NN cord-340718-amfs4zay 27 25 was be VBD cord-340718-amfs4zay 27 26 launched launch VBN cord-340718-amfs4zay 27 27 ( ( -LRB- cord-340718-amfs4zay 27 28 http://goo.gl/maps/ZsVW8 http://goo.gl/maps/zsvw8 ADD cord-340718-amfs4zay 27 29 ; ; : cord-340718-amfs4zay 27 30 [ [ -LRB- cord-340718-amfs4zay 27 31 1 1 CD cord-340718-amfs4zay 27 32 ] ] -RRB- cord-340718-amfs4zay 27 33 ) ) -RRB- cord-340718-amfs4zay 27 34 , , , cord-340718-amfs4zay 27 35 from from IN cord-340718-amfs4zay 27 36 where where WRB cord-340718-amfs4zay 27 37 we -PRON- PRP cord-340718-amfs4zay 27 38 obtained obtain VBD cord-340718-amfs4zay 27 39 87 87 CD cord-340718-amfs4zay 27 40 georeferenced georeference VBN cord-340718-amfs4zay 27 41 occurrences occurrence NNS cord-340718-amfs4zay 27 42 for for IN cord-340718-amfs4zay 27 43 analysis analysis NN cord-340718-amfs4zay 27 44 ; ; : cord-340718-amfs4zay 27 45 an an DT cord-340718-amfs4zay 27 46 additional additional JJ cord-340718-amfs4zay 27 47 9 9 CD cord-340718-amfs4zay 27 48 points point NNS cord-340718-amfs4zay 27 49 were be VBD cord-340718-amfs4zay 27 50 obtained obtain VBN cord-340718-amfs4zay 27 51 from from IN cord-340718-amfs4zay 27 52 the the DT cord-340718-amfs4zay 27 53 literature literature NN cord-340718-amfs4zay 27 54 or or CC cord-340718-amfs4zay 27 55 Internet internet NN cord-340718-amfs4zay 27 56 ( ( -LRB- cord-340718-amfs4zay 27 57 Table table NN cord-340718-amfs4zay 27 58 S1 s1 NN cord-340718-amfs4zay 27 59 in in IN cord-340718-amfs4zay 27 60 Supporting support VBG cord-340718-amfs4zay 27 61 Information Information NNP cord-340718-amfs4zay 27 62 ) ) -RRB- cord-340718-amfs4zay 27 63 . . . cord-340718-amfs4zay 28 1 Only only RB cord-340718-amfs4zay 28 2 the the DT cord-340718-amfs4zay 28 3 laboratory laboratory NN cord-340718-amfs4zay 28 4 confirmed confirm VBD cord-340718-amfs4zay 28 5 cases case NNS cord-340718-amfs4zay 28 6 were be VBD cord-340718-amfs4zay 28 7 used use VBN cord-340718-amfs4zay 28 8 in in IN cord-340718-amfs4zay 28 9 this this DT cord-340718-amfs4zay 28 10 study study NN cord-340718-amfs4zay 28 11 . . . cord-340718-amfs4zay 29 1 The the DT cord-340718-amfs4zay 29 2 96 96 CD cord-340718-amfs4zay 29 3 occurrence occurrence NN cord-340718-amfs4zay 29 4 points point NNS cord-340718-amfs4zay 29 5 varied varied JJ cord-340718-amfs4zay 29 6 in in IN cord-340718-amfs4zay 29 7 terms term NNS cord-340718-amfs4zay 29 8 of of IN cord-340718-amfs4zay 29 9 spatial spatial JJ cord-340718-amfs4zay 29 10 clumping clumping NN cord-340718-amfs4zay 29 11 , , , cord-340718-amfs4zay 29 12 so so RB cord-340718-amfs4zay 29 13 we -PRON- PRP cord-340718-amfs4zay 29 14 subsampled subsample VBD cord-340718-amfs4zay 29 15 them -PRON- PRP cord-340718-amfs4zay 29 16 to to TO cord-340718-amfs4zay 29 17 reduce reduce VB cord-340718-amfs4zay 29 18 sampling sampling NN cord-340718-amfs4zay 29 19 bias bias NN cord-340718-amfs4zay 29 20 and and CC cord-340718-amfs4zay 29 21 effects effect NNS cord-340718-amfs4zay 29 22 of of IN cord-340718-amfs4zay 29 23 spatial spatial JJ cord-340718-amfs4zay 29 24 autocorrelation autocorrelation NN cord-340718-amfs4zay 29 25 , , , cord-340718-amfs4zay 29 26 as as IN cord-340718-amfs4zay 29 27 follows follow VBZ cord-340718-amfs4zay 29 28 . . . cord-340718-amfs4zay 30 1 We -PRON- PRP cord-340718-amfs4zay 30 2 first first RB cord-340718-amfs4zay 30 3 generated generate VBD cord-340718-amfs4zay 30 4 models model NNS cord-340718-amfs4zay 30 5 using use VBG cord-340718-amfs4zay 30 6 all all DT cord-340718-amfs4zay 30 7 available available JJ cord-340718-amfs4zay 30 8 occurrence occurrence NN cord-340718-amfs4zay 30 9 points point NNS cord-340718-amfs4zay 30 10 , , , cord-340718-amfs4zay 30 11 and and CC cord-340718-amfs4zay 30 12 measured measure VBN cord-340718-amfs4zay 30 13 spatial spatial JJ cord-340718-amfs4zay 30 14 autocorrelation autocorrelation NN cord-340718-amfs4zay 30 15 among among IN cord-340718-amfs4zay 30 16 model model NN cord-340718-amfs4zay 30 17 pseudoresiduals pseudoresidual NNS cord-340718-amfs4zay 30 18 ( ( -LRB- cord-340718-amfs4zay 30 19 1 1 CD cord-340718-amfs4zay 30 20 -probability -probability NN cord-340718-amfs4zay 30 21 of of IN cord-340718-amfs4zay 30 22 occurrence occurrence NN cord-340718-amfs4zay 30 23 generated generate VBN cord-340718-amfs4zay 30 24 by by IN cord-340718-amfs4zay 30 25 model model NN cord-340718-amfs4zay 30 26 ) ) -RRB- cord-340718-amfs4zay 30 27 by by IN cord-340718-amfs4zay 30 28 calculating calculate VBG cord-340718-amfs4zay 30 29 Moran Moran NNP cord-340718-amfs4zay 30 30 's 's POS cord-340718-amfs4zay 30 31 I -PRON- PRP cord-340718-amfs4zay 30 32 at at IN cord-340718-amfs4zay 30 33 multiple multiple JJ cord-340718-amfs4zay 30 34 distance distance NN cord-340718-amfs4zay 30 35 classes class NNS cord-340718-amfs4zay 30 36 using use VBG cord-340718-amfs4zay 30 37 SAM SAM NNP cord-340718-amfs4zay 30 38 v4.0 v4.0 VBD cord-340718-amfs4zay 30 39 [ [ -LRB- cord-340718-amfs4zay 30 40 13 13 CD cord-340718-amfs4zay 30 41 ] ] -RRB- cord-340718-amfs4zay 30 42 ; ; : cord-340718-amfs4zay 30 43 significance significance NN cord-340718-amfs4zay 30 44 was be VBD cord-340718-amfs4zay 30 45 determined determine VBN cord-340718-amfs4zay 30 46 using use VBG cord-340718-amfs4zay 30 47 permutation permutation NN cord-340718-amfs4zay 30 48 tests test NNS cord-340718-amfs4zay 30 49 . . . cord-340718-amfs4zay 31 1 A a DT cord-340718-amfs4zay 31 2 minimum minimum JJ cord-340718-amfs4zay 31 3 distance distance NN cord-340718-amfs4zay 31 4 of of IN cord-340718-amfs4zay 31 5 13 13 CD cord-340718-amfs4zay 31 6 km km NNS cord-340718-amfs4zay 31 7 was be VBD cord-340718-amfs4zay 31 8 detected detect VBN cord-340718-amfs4zay 31 9 , , , cord-340718-amfs4zay 31 10 after after IN cord-340718-amfs4zay 31 11 which which WDT cord-340718-amfs4zay 31 12 we -PRON- PRP cord-340718-amfs4zay 31 13 created create VBD cord-340718-amfs4zay 31 14 a a DT cord-340718-amfs4zay 31 15 grid grid NN cord-340718-amfs4zay 31 16 with with IN cord-340718-amfs4zay 31 17 cell cell NN cord-340718-amfs4zay 31 18 dimensions dimension NNS cord-340718-amfs4zay 31 19 of of IN cord-340718-amfs4zay 31 20 0.11760.117u 0.11760.117u CD cord-340718-amfs4zay 31 21 , , , cord-340718-amfs4zay 31 22 and and CC cord-340718-amfs4zay 31 23 selected select VBD cord-340718-amfs4zay 31 24 the the DT cord-340718-amfs4zay 31 25 occurrence occurrence NN cord-340718-amfs4zay 31 26 point point NN cord-340718-amfs4zay 31 27 closest close JJS cord-340718-amfs4zay 31 28 to to IN cord-340718-amfs4zay 31 29 the the DT cord-340718-amfs4zay 31 30 centroid centroid NN cord-340718-amfs4zay 31 31 of of IN cord-340718-amfs4zay 31 32 each each DT cord-340718-amfs4zay 31 33 grid grid NN cord-340718-amfs4zay 31 34 cell cell NN cord-340718-amfs4zay 31 35 ; ; : cord-340718-amfs4zay 31 36 this this DT cord-340718-amfs4zay 31 37 procedure procedure NN cord-340718-amfs4zay 31 38 reduced reduce VBD cord-340718-amfs4zay 31 39 the the DT cord-340718-amfs4zay 31 40 number number NN cord-340718-amfs4zay 31 41 of of IN cord-340718-amfs4zay 31 42 occurrences occurrence NNS cord-340718-amfs4zay 31 43 to to IN cord-340718-amfs4zay 31 44 77 77 CD cord-340718-amfs4zay 31 45 points point NNS cord-340718-amfs4zay 31 46 for for IN cord-340718-amfs4zay 31 47 final final JJ cord-340718-amfs4zay 31 48 model model NN cord-340718-amfs4zay 31 49 calibration calibration NN cord-340718-amfs4zay 31 50 . . . cord-340718-amfs4zay 32 1 We -PRON- PRP cord-340718-amfs4zay 32 2 sought seek VBD cord-340718-amfs4zay 32 3 environmental environmental JJ cord-340718-amfs4zay 32 4 data datum NNS cord-340718-amfs4zay 32 5 that that WDT cord-340718-amfs4zay 32 6 would would MD cord-340718-amfs4zay 32 7 match match VB cord-340718-amfs4zay 32 8 the the DT cord-340718-amfs4zay 32 9 occurrence occurrence NN cord-340718-amfs4zay 32 10 data datum NNS cord-340718-amfs4zay 32 11 in in IN cord-340718-amfs4zay 32 12 spatial spatial JJ cord-340718-amfs4zay 32 13 resolution resolution NN cord-340718-amfs4zay 32 14 and and CC cord-340718-amfs4zay 32 15 temporal temporal JJ cord-340718-amfs4zay 32 16 coverage coverage NN cord-340718-amfs4zay 32 17 , , , cord-340718-amfs4zay 32 18 and and CC cord-340718-amfs4zay 32 19 provide provide VB cord-340718-amfs4zay 32 20 a a DT cord-340718-amfs4zay 32 21 rich rich JJ cord-340718-amfs4zay 32 22 characterization characterization NN cord-340718-amfs4zay 32 23 of of IN cord-340718-amfs4zay 32 24 environmental environmental JJ cord-340718-amfs4zay 32 25 landscapes landscape NNS cord-340718-amfs4zay 32 26 for for IN cord-340718-amfs4zay 32 27 model model NN cord-340718-amfs4zay 32 28 calibration calibration NN cord-340718-amfs4zay 32 29 . . . cord-340718-amfs4zay 33 1 The the DT cord-340718-amfs4zay 33 2 best good JJS cord-340718-amfs4zay 33 3 match match NN cord-340718-amfs4zay 33 4 was be VBD cord-340718-amfs4zay 33 5 multitemporal multitemporal NNP cord-340718-amfs4zay 33 6 Normalized Normalized NNP cord-340718-amfs4zay 33 7 Difference Difference NNP cord-340718-amfs4zay 33 8 Vegetation Vegetation NNP cord-340718-amfs4zay 33 9 Index Index NNP cord-340718-amfs4zay 33 10 ( ( -LRB- cord-340718-amfs4zay 33 11 NDVI NDVI NNP cord-340718-amfs4zay 33 12 ) ) -RRB- cord-340718-amfs4zay 33 13 data datum NNS cord-340718-amfs4zay 33 14 from from IN cord-340718-amfs4zay 33 15 the the DT cord-340718-amfs4zay 33 16 MODIS MODIS NNP cord-340718-amfs4zay 33 17 ( ( -LRB- cord-340718-amfs4zay 33 18 Moderate Moderate NNP cord-340718-amfs4zay 33 19 Resolution Resolution NNP cord-340718-amfs4zay 33 20 Imaging Imaging NNP cord-340718-amfs4zay 33 21 Spectroradiometer Spectroradiometer NNP cord-340718-amfs4zay 33 22 ) ) -RRB- cord-340718-amfs4zay 33 23 satellite satellite NN cord-340718-amfs4zay 33 24 . . . cord-340718-amfs4zay 34 1 Sixteen sixteen CD cord-340718-amfs4zay 34 2 - - HYPH cord-340718-amfs4zay 34 3 day day NN cord-340718-amfs4zay 34 4 NDVI NDVI NNP cord-340718-amfs4zay 34 5 composites composite NNS cord-340718-amfs4zay 34 6 were be VBD cord-340718-amfs4zay 34 7 obtained obtain VBN cord-340718-amfs4zay 34 8 for for IN cord-340718-amfs4zay 34 9 January January NNP cord-340718-amfs4zay 34 10 2012 2012 CD cord-340718-amfs4zay 34 11 to to IN cord-340718-amfs4zay 34 12 June June NNP cord-340718-amfs4zay 34 13 2013 2013 CD cord-340718-amfs4zay 34 14 at at IN cord-340718-amfs4zay 34 15 a a DT cord-340718-amfs4zay 34 16 resolution resolution NN cord-340718-amfs4zay 34 17 of of IN cord-340718-amfs4zay 34 18 1 1 CD cord-340718-amfs4zay 34 19 km km NN cord-340718-amfs4zay 34 20 2 2 CD cord-340718-amfs4zay 34 21 ( ( -LRB- cord-340718-amfs4zay 34 22 http://modis.gsfc.nasa.gov/ http://modis.gsfc.nasa.gov/ NNP cord-340718-amfs4zay 34 23 data/ data/ NNP cord-340718-amfs4zay 34 24 ) ) -RRB- cord-340718-amfs4zay 34 25 . . . cord-340718-amfs4zay 35 1 We -PRON- PRP cord-340718-amfs4zay 35 2 used use VBD cord-340718-amfs4zay 35 3 two two CD cord-340718-amfs4zay 35 4 approaches approach NNS cord-340718-amfs4zay 35 5 by by IN cord-340718-amfs4zay 35 6 which which WDT cord-340718-amfs4zay 35 7 to to TO cord-340718-amfs4zay 35 8 reduce reduce VB cord-340718-amfs4zay 35 9 dimensionality dimensionality NN cord-340718-amfs4zay 35 10 from from IN cord-340718-amfs4zay 35 11 the the DT cord-340718-amfs4zay 35 12 initial initial JJ cord-340718-amfs4zay 35 13 34 34 CD cord-340718-amfs4zay 35 14 data datum NNS cord-340718-amfs4zay 35 15 layers layer NNS cord-340718-amfs4zay 35 16 . . . cord-340718-amfs4zay 36 1 The the DT cord-340718-amfs4zay 36 2 first first JJ cord-340718-amfs4zay 36 3 was be VBD cord-340718-amfs4zay 36 4 to to TO cord-340718-amfs4zay 36 5 extract extract VB cord-340718-amfs4zay 36 6 the the DT cord-340718-amfs4zay 36 7 first first JJ cord-340718-amfs4zay 36 8 10 10 CD cord-340718-amfs4zay 36 9 principal principal JJ cord-340718-amfs4zay 36 10 component component NN cord-340718-amfs4zay 36 11 axes axis NNS cord-340718-amfs4zay 36 12 to to TO cord-340718-amfs4zay 36 13 summarize summarize VB cord-340718-amfs4zay 36 14 major major JJ cord-340718-amfs4zay 36 15 axes axis NNS cord-340718-amfs4zay 36 16 of of IN cord-340718-amfs4zay 36 17 variation variation NN cord-340718-amfs4zay 36 18 among among IN cord-340718-amfs4zay 36 19 the the DT cord-340718-amfs4zay 36 20 34 34 CD cord-340718-amfs4zay 36 21 NDVI NDVI NNP cord-340718-amfs4zay 36 22 layers layer NNS cord-340718-amfs4zay 36 23 ( ( -LRB- cord-340718-amfs4zay 36 24 97.5 97.5 CD cord-340718-amfs4zay 36 25 % % NN cord-340718-amfs4zay 36 26 of of IN cord-340718-amfs4zay 36 27 overall overall JJ cord-340718-amfs4zay 36 28 variation variation NN cord-340718-amfs4zay 36 29 ) ) -RRB- cord-340718-amfs4zay 36 30 ; ; : cord-340718-amfs4zay 36 31 this this DT cord-340718-amfs4zay 36 32 dataset dataset NN cord-340718-amfs4zay 36 33 captured capture VBD cord-340718-amfs4zay 36 34 major major JJ cord-340718-amfs4zay 36 35 dimensions dimension NNS cord-340718-amfs4zay 36 36 of of IN cord-340718-amfs4zay 36 37 environmental environmental JJ cord-340718-amfs4zay 36 38 variation variation NN cord-340718-amfs4zay 36 39 across across IN cord-340718-amfs4zay 36 40 eastern eastern JJ cord-340718-amfs4zay 36 41 China China NNP cord-340718-amfs4zay 36 42 . . . cord-340718-amfs4zay 37 1 The the DT cord-340718-amfs4zay 37 2 second second JJ cord-340718-amfs4zay 37 3 ' ' `` cord-340718-amfs4zay 37 4 bioNDVI biondvi NN cord-340718-amfs4zay 37 5 ' ' '' cord-340718-amfs4zay 37 6 was be VBD cord-340718-amfs4zay 37 7 based base VBN cord-340718-amfs4zay 37 8 on on IN cord-340718-amfs4zay 37 9 all all DT cord-340718-amfs4zay 37 10 biweekly biweekly JJ cord-340718-amfs4zay 37 11 images image NNS cord-340718-amfs4zay 37 12 from from IN cord-340718-amfs4zay 37 13 January January NNP cord-340718-amfs4zay 37 14 2012 2012 CD cord-340718-amfs4zay 37 15 -June -June NNP cord-340718-amfs4zay 37 16 2013 2013 CD cord-340718-amfs4zay 37 17 , , , cord-340718-amfs4zay 37 18 transformed transform VBN cord-340718-amfs4zay 37 19 into into IN cord-340718-amfs4zay 37 20 data datum NNS cord-340718-amfs4zay 37 21 layers layer NNS cord-340718-amfs4zay 37 22 parallel parallel JJ cord-340718-amfs4zay 37 23 to to IN cord-340718-amfs4zay 37 24 ' ' `` cord-340718-amfs4zay 37 25 bioclimatic bioclimatic JJ cord-340718-amfs4zay 37 26 ' ' '' cord-340718-amfs4zay 37 27 variables variable NNS cord-340718-amfs4zay 37 28 ( ( -LRB- cord-340718-amfs4zay 37 29 i.e. i.e. FW cord-340718-amfs4zay 37 30 mean mean VB cord-340718-amfs4zay 37 31 , , , cord-340718-amfs4zay 37 32 maximum maximum JJ cord-340718-amfs4zay 37 33 , , , cord-340718-amfs4zay 37 34 minimum minimum NN cord-340718-amfs4zay 37 35 , , , cord-340718-amfs4zay 37 36 range range NN cord-340718-amfs4zay 37 37 , , , cord-340718-amfs4zay 37 38 and and CC cord-340718-amfs4zay 37 39 standard standard JJ cord-340718-amfs4zay 37 40 deviation deviation NN cord-340718-amfs4zay 37 41 ) ) -RRB- cord-340718-amfs4zay 37 42 over over IN cord-340718-amfs4zay 37 43 the the DT cord-340718-amfs4zay 37 44 entire entire JJ cord-340718-amfs4zay 37 45 period period NN cord-340718-amfs4zay 37 46 , , , cord-340718-amfs4zay 37 47 plus plus CC cord-340718-amfs4zay 37 48 a a DT cord-340718-amfs4zay 37 49 parallel parallel JJ cord-340718-amfs4zay 37 50 data data NN cord-340718-amfs4zay 37 51 set set NN cord-340718-amfs4zay 37 52 ( ( -LRB- cord-340718-amfs4zay 37 53 mean mean VB cord-340718-amfs4zay 37 54 , , , cord-340718-amfs4zay 37 55 maximum maximum JJ cord-340718-amfs4zay 37 56 , , , cord-340718-amfs4zay 37 57 minimum minimum NN cord-340718-amfs4zay 37 58 , , , cord-340718-amfs4zay 37 59 range range NN cord-340718-amfs4zay 37 60 , , , cord-340718-amfs4zay 37 61 standard standard JJ cord-340718-amfs4zay 37 62 deviation deviation NN cord-340718-amfs4zay 37 63 ) ) -RRB- cord-340718-amfs4zay 37 64 over over IN cord-340718-amfs4zay 37 65 spring spring NN cord-340718-amfs4zay 37 66 2013 2013 CD cord-340718-amfs4zay 37 67 ( ( -LRB- cord-340718-amfs4zay 37 68 March March NNP cord-340718-amfs4zay 37 69 - - HYPH cord-340718-amfs4zay 37 70 May May NNP cord-340718-amfs4zay 37 71 ) ) -RRB- cord-340718-amfs4zay 37 72 only only RB cord-340718-amfs4zay 37 73 , , , cord-340718-amfs4zay 37 74 the the DT cord-340718-amfs4zay 37 75 period period NN cord-340718-amfs4zay 37 76 which which WDT cord-340718-amfs4zay 37 77 we -PRON- PRP cord-340718-amfs4zay 37 78 believe believe VBP cord-340718-amfs4zay 37 79 most most RBS cord-340718-amfs4zay 37 80 relevant relevant JJ cord-340718-amfs4zay 37 81 to to IN cord-340718-amfs4zay 37 82 the the DT cord-340718-amfs4zay 37 83 H7N9 H7N9 NNP cord-340718-amfs4zay 37 84 outbreak outbreak NN cord-340718-amfs4zay 37 85 . . . cord-340718-amfs4zay 38 1 We -PRON- PRP cord-340718-amfs4zay 38 2 used use VBD cord-340718-amfs4zay 38 3 a a DT cord-340718-amfs4zay 38 4 maximum maximum JJ cord-340718-amfs4zay 38 5 entropy entropy NN cord-340718-amfs4zay 38 6 algorithm algorithm NN cord-340718-amfs4zay 38 7 ( ( -LRB- cord-340718-amfs4zay 38 8 Maxent Maxent NNP cord-340718-amfs4zay 38 9 ; ; : cord-340718-amfs4zay 38 10 [ [ -LRB- cord-340718-amfs4zay 38 11 14 14 CD cord-340718-amfs4zay 38 12 ] ] -RRB- cord-340718-amfs4zay 38 13 ) ) -RRB- cord-340718-amfs4zay 38 14 to to TO cord-340718-amfs4zay 38 15 estimate estimate VB cord-340718-amfs4zay 38 16 an an DT cord-340718-amfs4zay 38 17 ecological ecological JJ cord-340718-amfs4zay 38 18 ' ' `` cord-340718-amfs4zay 38 19 niche niche NN cord-340718-amfs4zay 38 20 ' ' '' cord-340718-amfs4zay 38 21 for for IN cord-340718-amfs4zay 38 22 H7N9 H7N9 NNP cord-340718-amfs4zay 38 23 virus virus NN cord-340718-amfs4zay 38 24 . . . cord-340718-amfs4zay 39 1 Maxent Maxent NNP cord-340718-amfs4zay 39 2 follows follow VBZ cord-340718-amfs4zay 39 3 the the DT cord-340718-amfs4zay 39 4 principle principle NN cord-340718-amfs4zay 39 5 of of IN cord-340718-amfs4zay 39 6 maximum maximum JJ cord-340718-amfs4zay 39 7 entropy entropy NN cord-340718-amfs4zay 39 8 , , , cord-340718-amfs4zay 39 9 spreading spread VBG cord-340718-amfs4zay 39 10 out out RP cord-340718-amfs4zay 39 11 probabilities probability NNS cord-340718-amfs4zay 39 12 as as RB cord-340718-amfs4zay 39 13 uniformly uniformly RB cord-340718-amfs4zay 39 14 as as IN cord-340718-amfs4zay 39 15 possible possible JJ cord-340718-amfs4zay 39 16 , , , cord-340718-amfs4zay 39 17 subjects subject NNS cord-340718-amfs4zay 39 18 to to IN cord-340718-amfs4zay 39 19 the the DT cord-340718-amfs4zay 39 20 constraints constraint NNS cord-340718-amfs4zay 39 21 of of IN cord-340718-amfs4zay 39 22 observed observed JJ cord-340718-amfs4zay 39 23 values value NNS cord-340718-amfs4zay 39 24 ( ( -LRB- cord-340718-amfs4zay 39 25 i.e. i.e. FW cord-340718-amfs4zay 39 26 known know VBN cord-340718-amfs4zay 39 27 occurrences occurrence NNS cord-340718-amfs4zay 39 28 ) ) -RRB- cord-340718-amfs4zay 39 29 . . . cord-340718-amfs4zay 40 1 We -PRON- PRP cord-340718-amfs4zay 40 2 thresholded thresholde VBD cord-340718-amfs4zay 40 3 model model NN cord-340718-amfs4zay 40 4 predictions prediction NNS cord-340718-amfs4zay 40 5 to to TO cord-340718-amfs4zay 40 6 produce produce VB cord-340718-amfs4zay 40 7 binary binary JJ cord-340718-amfs4zay 40 8 maps map NNS cord-340718-amfs4zay 40 9 by by IN cord-340718-amfs4zay 40 10 assessing assess VBG cord-340718-amfs4zay 40 11 the the DT cord-340718-amfs4zay 40 12 highest high JJS cord-340718-amfs4zay 40 13 suitability suitability NN cord-340718-amfs4zay 40 14 value value NN cord-340718-amfs4zay 40 15 at at IN cord-340718-amfs4zay 40 16 which which WDT cord-340718-amfs4zay 40 17 90 90 CD cord-340718-amfs4zay 40 18 % % NN cord-340718-amfs4zay 40 19 of of IN cord-340718-amfs4zay 40 20 input input NN cord-340718-amfs4zay 40 21 occurrence occurrence NN cord-340718-amfs4zay 40 22 points point NNS cord-340718-amfs4zay 40 23 were be VBD cord-340718-amfs4zay 40 24 included include VBN cord-340718-amfs4zay 40 25 in in IN cord-340718-amfs4zay 40 26 the the DT cord-340718-amfs4zay 40 27 predicted predict VBN cord-340718-amfs4zay 40 28 suitable suitable JJ cord-340718-amfs4zay 40 29 area area NN cord-340718-amfs4zay 40 30 ( ( -LRB- cord-340718-amfs4zay 40 31 i.e. i.e. FW cord-340718-amfs4zay 40 32 Maxent Maxent NNP cord-340718-amfs4zay 40 33 's 's POS cord-340718-amfs4zay 40 34 10 10 CD cord-340718-amfs4zay 40 35 % % NN cord-340718-amfs4zay 40 36 training training NN cord-340718-amfs4zay 40 37 presence presence NN cord-340718-amfs4zay 40 38 threshold threshold NN cord-340718-amfs4zay 40 39 ) ) -RRB- cord-340718-amfs4zay 40 40 . . . cord-340718-amfs4zay 41 1 This this DT cord-340718-amfs4zay 41 2 approach approach NN cord-340718-amfs4zay 41 3 is be VBZ cord-340718-amfs4zay 41 4 conservative conservative JJ cord-340718-amfs4zay 41 5 in in IN cord-340718-amfs4zay 41 6 estimating estimate VBG cord-340718-amfs4zay 41 7 ecological ecological JJ cord-340718-amfs4zay 41 8 niches niche NNS cord-340718-amfs4zay 41 9 , , , cord-340718-amfs4zay 41 10 as as IN cord-340718-amfs4zay 41 11 it -PRON- PRP cord-340718-amfs4zay 41 12 eliminates eliminate VBZ cord-340718-amfs4zay 41 13 extreme extreme JJ cord-340718-amfs4zay 41 14 values value NNS cord-340718-amfs4zay 41 15 that that WDT cord-340718-amfs4zay 41 16 may may MD cord-340718-amfs4zay 41 17 result result VB cord-340718-amfs4zay 41 18 from from IN cord-340718-amfs4zay 41 19 erroneous erroneous JJ cord-340718-amfs4zay 41 20 identifications identification NNS cord-340718-amfs4zay 41 21 or or CC cord-340718-amfs4zay 41 22 georeferencing georeference VBG cord-340718-amfs4zay 41 23 [ [ -LRB- cord-340718-amfs4zay 41 24 15 15 CD cord-340718-amfs4zay 41 25 ] ] -RRB- cord-340718-amfs4zay 41 26 . . . cord-340718-amfs4zay 42 1 To to TO cord-340718-amfs4zay 42 2 evaluate evaluate VB cord-340718-amfs4zay 42 3 niche niche NN cord-340718-amfs4zay 42 4 models model NNS cord-340718-amfs4zay 42 5 , , , cord-340718-amfs4zay 42 6 we -PRON- PRP cord-340718-amfs4zay 42 7 used use VBD cord-340718-amfs4zay 42 8 a a DT cord-340718-amfs4zay 42 9 spatial spatial JJ cord-340718-amfs4zay 42 10 subsetting subsetting NN cord-340718-amfs4zay 42 11 approach approach NN cord-340718-amfs4zay 42 12 to to TO cord-340718-amfs4zay 42 13 erect erect VB cord-340718-amfs4zay 42 14 a a DT cord-340718-amfs4zay 42 15 rigorous rigorous JJ cord-340718-amfs4zay 42 16 test test NN cord-340718-amfs4zay 42 17 of of IN cord-340718-amfs4zay 42 18 model model NN cord-340718-amfs4zay 42 19 predictions prediction NNS cord-340718-amfs4zay 42 20 : : : cord-340718-amfs4zay 42 21 we -PRON- PRP cord-340718-amfs4zay 42 22 sorted sort VBD cord-340718-amfs4zay 42 23 occurrences occurrence NNS cord-340718-amfs4zay 42 24 by by IN cord-340718-amfs4zay 42 25 latitude latitude NN cord-340718-amfs4zay 42 26 and and CC cord-340718-amfs4zay 42 27 separately separately RB cord-340718-amfs4zay 42 28 by by IN cord-340718-amfs4zay 42 29 longitude longitude NN cord-340718-amfs4zay 42 30 , , , cord-340718-amfs4zay 42 31 and and CC cord-340718-amfs4zay 42 32 set set VBD cord-340718-amfs4zay 42 33 aside aside RP cord-340718-amfs4zay 42 34 the the DT cord-340718-amfs4zay 42 35 central central JJ cord-340718-amfs4zay 42 36 third third NN cord-340718-amfs4zay 42 37 as as IN cord-340718-amfs4zay 42 38 evaluation evaluation NN cord-340718-amfs4zay 42 39 data datum NNS cord-340718-amfs4zay 42 40 , , , cord-340718-amfs4zay 42 41 using use VBG cord-340718-amfs4zay 42 42 the the DT cord-340718-amfs4zay 42 43 remaining remain VBG cord-340718-amfs4zay 42 44 two two CD cord-340718-amfs4zay 42 45 - - HYPH cord-340718-amfs4zay 42 46 thirds third NNS cord-340718-amfs4zay 42 47 for for IN cord-340718-amfs4zay 42 48 model model NN cord-340718-amfs4zay 42 49 calibration calibration NN cord-340718-amfs4zay 42 50 . . . cord-340718-amfs4zay 43 1 Hence hence RB cord-340718-amfs4zay 43 2 , , , cord-340718-amfs4zay 43 3 we -PRON- PRP cord-340718-amfs4zay 43 4 developed develop VBD cord-340718-amfs4zay 43 5 two two CD cord-340718-amfs4zay 43 6 evaluation evaluation NN cord-340718-amfs4zay 43 7 data datum NNS cord-340718-amfs4zay 43 8 sets set NNS cord-340718-amfs4zay 43 9 ( ( -LRB- cord-340718-amfs4zay 43 10 i.e. i.e. FW cord-340718-amfs4zay 43 11 subsetting subsetting NN cord-340718-amfs4zay 43 12 by by IN cord-340718-amfs4zay 43 13 latitude latitude NN cord-340718-amfs4zay 43 14 and and CC cord-340718-amfs4zay 43 15 subsetting subsetting NN cord-340718-amfs4zay 43 16 by by IN cord-340718-amfs4zay 43 17 longitude longitude NN cord-340718-amfs4zay 43 18 ) ) -RRB- cord-340718-amfs4zay 43 19 for for IN cord-340718-amfs4zay 43 20 models model NNS cord-340718-amfs4zay 43 21 produced produce VBN cord-340718-amfs4zay 43 22 in in IN cord-340718-amfs4zay 43 23 relation relation NN cord-340718-amfs4zay 43 24 to to IN cord-340718-amfs4zay 43 25 the the DT cord-340718-amfs4zay 43 26 two two CD cord-340718-amfs4zay 43 27 NDVI NDVI NNP cord-340718-amfs4zay 43 28 datasets dataset NNS cord-340718-amfs4zay 43 29 , , , cord-340718-amfs4zay 43 30 for for IN cord-340718-amfs4zay 43 31 a a DT cord-340718-amfs4zay 43 32 total total NN cord-340718-amfs4zay 43 33 of of IN cord-340718-amfs4zay 43 34 four four CD cord-340718-amfs4zay 43 35 tests test NNS cord-340718-amfs4zay 43 36 . . . cord-340718-amfs4zay 44 1 Significance significance NN cord-340718-amfs4zay 44 2 was be VBD cord-340718-amfs4zay 44 3 assessed assess VBN cord-340718-amfs4zay 44 4 by by IN cord-340718-amfs4zay 44 5 means mean NNS cord-340718-amfs4zay 44 6 of of IN cord-340718-amfs4zay 44 7 a a DT cord-340718-amfs4zay 44 8 cumulative cumulative JJ cord-340718-amfs4zay 44 9 binomial binomial NN cord-340718-amfs4zay 44 10 test test NN cord-340718-amfs4zay 44 11 , , , cord-340718-amfs4zay 44 12 comparing compare VBG cord-340718-amfs4zay 44 13 success success NN cord-340718-amfs4zay 44 14 in in IN cord-340718-amfs4zay 44 15 anticipating anticipate VBG cord-340718-amfs4zay 44 16 the the DT cord-340718-amfs4zay 44 17 spatial spatial JJ cord-340718-amfs4zay 44 18 distribution distribution NN cord-340718-amfs4zay 44 19 of of IN cord-340718-amfs4zay 44 20 known know VBN cord-340718-amfs4zay 44 21 occurrences occurrence NNS cord-340718-amfs4zay 44 22 against against IN cord-340718-amfs4zay 44 23 null null JJ cord-340718-amfs4zay 44 24 expectations expectation NNS cord-340718-amfs4zay 44 25 based base VBN cord-340718-amfs4zay 44 26 on on IN cord-340718-amfs4zay 44 27 the the DT cord-340718-amfs4zay 44 28 proportional proportional JJ cord-340718-amfs4zay 44 29 area area NN cord-340718-amfs4zay 44 30 identified identify VBN cord-340718-amfs4zay 44 31 as as IN cord-340718-amfs4zay 44 32 suitable suitable JJ cord-340718-amfs4zay 44 33 . . . cord-340718-amfs4zay 45 1 A a DT cord-340718-amfs4zay 45 2 final final JJ cord-340718-amfs4zay 45 3 niche niche NN cord-340718-amfs4zay 45 4 model model NN cord-340718-amfs4zay 45 5 was be VBD cord-340718-amfs4zay 45 6 calibrated calibrate VBN cord-340718-amfs4zay 45 7 using use VBG cord-340718-amfs4zay 45 8 all all DT cord-340718-amfs4zay 45 9 of of IN cord-340718-amfs4zay 45 10 the the DT cord-340718-amfs4zay 45 11 77 77 CD cord-340718-amfs4zay 45 12 records record NNS cord-340718-amfs4zay 45 13 . . . cord-340718-amfs4zay 46 1 Most Most JJS cord-340718-amfs4zay 46 2 H7N9 H7N9 NNP cord-340718-amfs4zay 46 3 cases case NNS cord-340718-amfs4zay 46 4 have have VBP cord-340718-amfs4zay 46 5 been be VBN cord-340718-amfs4zay 46 6 reported report VBN cord-340718-amfs4zay 46 7 from from IN cord-340718-amfs4zay 46 8 Shanghai Shanghai NNP cord-340718-amfs4zay 46 9 , , , cord-340718-amfs4zay 46 10 Zhejiang Zhejiang NNP cord-340718-amfs4zay 46 11 , , , cord-340718-amfs4zay 46 12 and and CC cord-340718-amfs4zay 46 13 Jiangsu Jiangsu NNP cord-340718-amfs4zay 46 14 provinces province NNS cord-340718-amfs4zay 46 15 , , , cord-340718-amfs4zay 46 16 from from IN cord-340718-amfs4zay 46 17 where where WRB cord-340718-amfs4zay 46 18 occurrences occurrence NNS cord-340718-amfs4zay 46 19 were be VBD cord-340718-amfs4zay 46 20 aggregated aggregate VBN cord-340718-amfs4zay 46 21 , , , cord-340718-amfs4zay 46 22 whereas whereas IN cord-340718-amfs4zay 46 23 occurrences occurrence NNS cord-340718-amfs4zay 46 24 in in IN cord-340718-amfs4zay 46 25 Beijing Beijing NNP cord-340718-amfs4zay 46 26 , , , cord-340718-amfs4zay 46 27 Shandong Shandong NNP cord-340718-amfs4zay 46 28 , , , cord-340718-amfs4zay 46 29 Henan Henan NNP cord-340718-amfs4zay 46 30 , , , cord-340718-amfs4zay 46 31 Hunan Hunan NNP cord-340718-amfs4zay 46 32 , , , cord-340718-amfs4zay 46 33 Jiangxi Jiangxi NNP cord-340718-amfs4zay 46 34 , , , cord-340718-amfs4zay 46 35 and and CC cord-340718-amfs4zay 46 36 Fujian Fujian NNP cord-340718-amfs4zay 46 37 provinces province NNS cord-340718-amfs4zay 46 38 were be VBD cord-340718-amfs4zay 46 39 more more RBR cord-340718-amfs4zay 46 40 sporadic sporadic JJ cord-340718-amfs4zay 46 41 and and CC cord-340718-amfs4zay 46 42 scattered scattered JJ cord-340718-amfs4zay 46 43 ( ( -LRB- cord-340718-amfs4zay 46 44 Figure figure NN cord-340718-amfs4zay 46 45 1 1 CD cord-340718-amfs4zay 46 46 ) ) -RRB- cord-340718-amfs4zay 46 47 . . . cord-340718-amfs4zay 47 1 Environmental environmental JJ cord-340718-amfs4zay 47 2 variation variation NN cord-340718-amfs4zay 47 3 across across IN cord-340718-amfs4zay 47 4 the the DT cord-340718-amfs4zay 47 5 range range NN cord-340718-amfs4zay 47 6 of of IN cord-340718-amfs4zay 47 7 H7N9 H7N9 NNP cord-340718-amfs4zay 47 8 is be VBZ cord-340718-amfs4zay 47 9 quite quite RB cord-340718-amfs4zay 47 10 dramatic dramatic JJ cord-340718-amfs4zay 47 11 ( ( -LRB- cord-340718-amfs4zay 47 12 Figure figure NN cord-340718-amfs4zay 47 13 1 1 CD cord-340718-amfs4zay 47 14 ) ) -RRB- cord-340718-amfs4zay 47 15 , , , cord-340718-amfs4zay 47 16 with with IN cord-340718-amfs4zay 47 17 highest high JJS cord-340718-amfs4zay 47 18 NDVI NDVI NNP cord-340718-amfs4zay 47 19 values value NNS cord-340718-amfs4zay 47 20 observed observe VBN cord-340718-amfs4zay 47 21 in in IN cord-340718-amfs4zay 47 22 southern southern JJ cord-340718-amfs4zay 47 23 China China NNP cord-340718-amfs4zay 47 24 ; ; : cord-340718-amfs4zay 47 25 the the DT cord-340718-amfs4zay 47 26 independent independent JJ cord-340718-amfs4zay 47 27 variation variation NN cord-340718-amfs4zay 47 28 in in IN cord-340718-amfs4zay 47 29 the the DT cord-340718-amfs4zay 47 30 principal principal JJ cord-340718-amfs4zay 47 31 components component NNS cord-340718-amfs4zay 47 32 can can MD cord-340718-amfs4zay 47 33 be be VB cord-340718-amfs4zay 47 34 appreciated appreciate VBN cord-340718-amfs4zay 47 35 in in IN cord-340718-amfs4zay 47 36 Figure figure NN cord-340718-amfs4zay 47 37 1 1 CD cord-340718-amfs4zay 47 38 . . . cord-340718-amfs4zay 48 1 In in IN cord-340718-amfs4zay 48 2 model model NN cord-340718-amfs4zay 48 3 evaluations evaluation NNS cord-340718-amfs4zay 48 4 , , , cord-340718-amfs4zay 48 5 our -PRON- PRP$ cord-340718-amfs4zay 48 6 niche niche NN cord-340718-amfs4zay 48 7 models model NNS cord-340718-amfs4zay 48 8 showed show VBD cord-340718-amfs4zay 48 9 good good JJ cord-340718-amfs4zay 48 10 performance performance NN cord-340718-amfs4zay 48 11 in in IN cord-340718-amfs4zay 48 12 anticipating anticipate VBG cord-340718-amfs4zay 48 13 the the DT cord-340718-amfs4zay 48 14 spatial spatial JJ cord-340718-amfs4zay 48 15 distribution distribution NN cord-340718-amfs4zay 48 16 of of IN cord-340718-amfs4zay 48 17 independent independent JJ cord-340718-amfs4zay 48 18 testing testing NN cord-340718-amfs4zay 48 19 records record NNS cord-340718-amfs4zay 48 20 in in IN cord-340718-amfs4zay 48 21 three three CD cord-340718-amfs4zay 48 22 of of IN cord-340718-amfs4zay 48 23 the the DT cord-340718-amfs4zay 48 24 four four CD cord-340718-amfs4zay 48 25 tests test NNS cord-340718-amfs4zay 48 26 ( ( -LRB- cord-340718-amfs4zay 48 27 P,0.05 P,0.05 NNP cord-340718-amfs4zay 48 28 ; ; : cord-340718-amfs4zay 48 29 Table table NN cord-340718-amfs4zay 48 30 1 1 CD cord-340718-amfs4zay 48 31 ; ; : cord-340718-amfs4zay 48 32 Figure figure NN cord-340718-amfs4zay 48 33 2 2 CD cord-340718-amfs4zay 48 34 ) ) -RRB- cord-340718-amfs4zay 48 35 . . . cord-340718-amfs4zay 49 1 Omission omission NN cord-340718-amfs4zay 49 2 rates rate NNS cord-340718-amfs4zay 49 3 in in IN cord-340718-amfs4zay 49 4 models model NNS cord-340718-amfs4zay 49 5 with with IN cord-340718-amfs4zay 49 6 longitude longitude NN cord-340718-amfs4zay 49 7 - - HYPH cord-340718-amfs4zay 49 8 based base VBN cord-340718-amfs4zay 49 9 subsetting subsetting NN cord-340718-amfs4zay 49 10 were be VBD cord-340718-amfs4zay 49 11 higher high JJR cord-340718-amfs4zay 49 12 than than IN cord-340718-amfs4zay 49 13 in in IN cord-340718-amfs4zay 49 14 models model NNS cord-340718-amfs4zay 49 15 with with IN cord-340718-amfs4zay 49 16 latitude latitude NN cord-340718-amfs4zay 49 17 - - HYPH cord-340718-amfs4zay 49 18 based base VBN cord-340718-amfs4zay 49 19 subsetting subsetting NN cord-340718-amfs4zay 49 20 ( ( -LRB- cord-340718-amfs4zay 49 21 Table table NN cord-340718-amfs4zay 49 22 1 1 CD cord-340718-amfs4zay 49 23 ) ) -RRB- cord-340718-amfs4zay 49 24 , , , cord-340718-amfs4zay 49 25 which which WDT cord-340718-amfs4zay 49 26 might may MD cord-340718-amfs4zay 49 27 result result VB cord-340718-amfs4zay 49 28 from from IN cord-340718-amfs4zay 49 29 the the DT cord-340718-amfs4zay 49 30 broader broad JJR cord-340718-amfs4zay 49 31 geographic geographic JJ cord-340718-amfs4zay 49 32 spread spread NN cord-340718-amfs4zay 49 33 in in IN cord-340718-amfs4zay 49 34 longitude longitude NN cord-340718-amfs4zay 50 1 ( ( -LRB- cord-340718-amfs4zay 50 2 Figure figure NN cord-340718-amfs4zay 50 3 2 2 CD cord-340718-amfs4zay 50 4 ) ) -RRB- cord-340718-amfs4zay 50 5 . . . cord-340718-amfs4zay 51 1 In in IN cord-340718-amfs4zay 51 2 final final JJ cord-340718-amfs4zay 51 3 model model NN cord-340718-amfs4zay 51 4 predictions prediction NNS cord-340718-amfs4zay 51 5 , , , cord-340718-amfs4zay 51 6 environmental environmental JJ cord-340718-amfs4zay 51 7 variables variable NNS cord-340718-amfs4zay 51 8 with with IN cord-340718-amfs4zay 51 9 highest high JJS cord-340718-amfs4zay 51 10 gain gain NN cord-340718-amfs4zay 51 11 [ [ -LRB- cord-340718-amfs4zay 51 12 14 14 CD cord-340718-amfs4zay 51 13 ] ] -RRB- cord-340718-amfs4zay 51 14 in in IN cord-340718-amfs4zay 51 15 isolation isolation NN cord-340718-amfs4zay 51 16 were be VBD cord-340718-amfs4zay 51 17 principal principal JJ cord-340718-amfs4zay 51 18 component component NN cord-340718-amfs4zay 51 19 5 5 CD cord-340718-amfs4zay 51 20 and and CC cord-340718-amfs4zay 51 21 standard standard JJ cord-340718-amfs4zay 51 22 deviation deviation NN cord-340718-amfs4zay 51 23 of of IN cord-340718-amfs4zay 51 24 the the DT cord-340718-amfs4zay 51 25 entire entire JJ cord-340718-amfs4zay 51 26 period period NN cord-340718-amfs4zay 51 27 ; ; , cord-340718-amfs4zay 51 28 environmental environmental JJ cord-340718-amfs4zay 51 29 variables variable NNS cord-340718-amfs4zay 51 30 that that WDT cord-340718-amfs4zay 51 31 decreased decrease VBD cord-340718-amfs4zay 51 32 gain gain NN cord-340718-amfs4zay 51 33 most most RBS cord-340718-amfs4zay 51 34 when when WRB cord-340718-amfs4zay 51 35 omitted omit VBN cord-340718-amfs4zay 51 36 were be VBD cord-340718-amfs4zay 51 37 principal principal JJ cord-340718-amfs4zay 51 38 component component NN cord-340718-amfs4zay 51 39 1 1 CD cord-340718-amfs4zay 51 40 and and CC cord-340718-amfs4zay 51 41 standard standard JJ cord-340718-amfs4zay 51 42 deviation deviation NN cord-340718-amfs4zay 51 43 of of IN cord-340718-amfs4zay 51 44 the the DT cord-340718-amfs4zay 51 45 entire entire JJ cord-340718-amfs4zay 51 46 period period NN cord-340718-amfs4zay 51 47 . . . cord-340718-amfs4zay 52 1 In in IN cord-340718-amfs4zay 52 2 final final JJ cord-340718-amfs4zay 52 3 models model NNS cord-340718-amfs4zay 52 4 , , , cord-340718-amfs4zay 52 5 models model NNS cord-340718-amfs4zay 52 6 based base VBN cord-340718-amfs4zay 52 7 on on IN cord-340718-amfs4zay 52 8 both both DT cord-340718-amfs4zay 52 9 environmental environmental JJ cord-340718-amfs4zay 52 10 datasets dataset NNS cord-340718-amfs4zay 52 11 identified identify VBD cord-340718-amfs4zay 52 12 a a DT cord-340718-amfs4zay 52 13 particularly particularly RB cord-340718-amfs4zay 52 14 suitable suitable JJ cord-340718-amfs4zay 52 15 zone zone NN cord-340718-amfs4zay 52 16 in in IN cord-340718-amfs4zay 52 17 east east JJ cord-340718-amfs4zay 52 18 - - HYPH cord-340718-amfs4zay 52 19 central central JJ cord-340718-amfs4zay 52 20 China China NNP cord-340718-amfs4zay 52 21 , , , cord-340718-amfs4zay 52 22 including include VBG cord-340718-amfs4zay 52 23 Shanghai Shanghai NNP cord-340718-amfs4zay 52 24 , , , cord-340718-amfs4zay 52 25 Zhejiang Zhejiang NNP cord-340718-amfs4zay 52 26 , , , cord-340718-amfs4zay 52 27 southern southern JJ cord-340718-amfs4zay 52 28 Jiangsu Jiangsu NNP cord-340718-amfs4zay 52 29 , , , cord-340718-amfs4zay 52 30 northwestern northwestern JJ cord-340718-amfs4zay 52 31 Fujian Fujian NNP cord-340718-amfs4zay 52 32 and and CC cord-340718-amfs4zay 52 33 Jiangxi Jiangxi NNP cord-340718-amfs4zay 52 34 , , , cord-340718-amfs4zay 52 35 and and CC cord-340718-amfs4zay 52 36 parts part NNS cord-340718-amfs4zay 52 37 of of IN cord-340718-amfs4zay 52 38 Anhui Anhui NNP cord-340718-amfs4zay 52 39 provinces province NNS cord-340718-amfs4zay 52 40 ( ( -LRB- cord-340718-amfs4zay 52 41 Figure figure NN cord-340718-amfs4zay 52 42 3 3 CD cord-340718-amfs4zay 52 43 ) ) -RRB- cord-340718-amfs4zay 52 44 . . . cord-340718-amfs4zay 53 1 The the DT cord-340718-amfs4zay 53 2 model model NN cord-340718-amfs4zay 53 3 based base VBN cord-340718-amfs4zay 53 4 on on IN cord-340718-amfs4zay 53 5 the the DT cord-340718-amfs4zay 53 6 ' ' `` cord-340718-amfs4zay 53 7 bioNDVI biondvi NN cord-340718-amfs4zay 53 8 ' ' '' cord-340718-amfs4zay 53 9 dataset dataset NN cord-340718-amfs4zay 53 10 was be VBD cord-340718-amfs4zay 53 11 somewhat somewhat RB cord-340718-amfs4zay 53 12 more more RBR cord-340718-amfs4zay 53 13 conservative conservative JJ cord-340718-amfs4zay 53 14 in in IN cord-340718-amfs4zay 53 15 predictions prediction NNS cord-340718-amfs4zay 53 16 . . . cord-340718-amfs4zay 54 1 Hubei Hubei NNP cord-340718-amfs4zay 54 2 Province Province NNP cord-340718-amfs4zay 54 3 was be VBD cord-340718-amfs4zay 54 4 identified identify VBN cord-340718-amfs4zay 54 5 as as RB cord-340718-amfs4zay 54 6 highly highly RB cord-340718-amfs4zay 54 7 suitable suitable JJ cord-340718-amfs4zay 54 8 , , , cord-340718-amfs4zay 54 9 although although IN cord-340718-amfs4zay 54 10 no no DT cord-340718-amfs4zay 54 11 H7N9 H7N9 NNP cord-340718-amfs4zay 54 12 cases case NNS cord-340718-amfs4zay 54 13 have have VBP cord-340718-amfs4zay 54 14 been be VBN cord-340718-amfs4zay 54 15 reported report VBN cord-340718-amfs4zay 54 16 there there RB cord-340718-amfs4zay 55 1 ( ( -LRB- cord-340718-amfs4zay 55 2 Figure figure NN cord-340718-amfs4zay 55 3 3 3 CD cord-340718-amfs4zay 55 4 ) ) -RRB- cord-340718-amfs4zay 55 5 . . . cord-340718-amfs4zay 56 1 Suitable suitable JJ cord-340718-amfs4zay 56 2 areas area NNS cord-340718-amfs4zay 56 3 in in IN cord-340718-amfs4zay 56 4 the the DT cord-340718-amfs4zay 56 5 north north NN cord-340718-amfs4zay 56 6 were be VBD cord-340718-amfs4zay 56 7 distributed distribute VBN cord-340718-amfs4zay 56 8 less less RBR cord-340718-amfs4zay 56 9 continuously continuously RB cord-340718-amfs4zay 56 10 , , , cord-340718-amfs4zay 56 11 whereas whereas IN cord-340718-amfs4zay 56 12 suitable suitable JJ cord-340718-amfs4zay 56 13 areas area NNS cord-340718-amfs4zay 56 14 in in IN cord-340718-amfs4zay 56 15 the the DT cord-340718-amfs4zay 56 16 south south NN cord-340718-amfs4zay 56 17 were be VBD cord-340718-amfs4zay 56 18 only only RB cord-340718-amfs4zay 56 19 along along IN cord-340718-amfs4zay 56 20 the the DT cord-340718-amfs4zay 56 21 coast coast NN cord-340718-amfs4zay 56 22 . . . cord-340718-amfs4zay 57 1 Western Western NNP cord-340718-amfs4zay 57 2 Taiwan Taiwan NNP cord-340718-amfs4zay 57 3 was be VBD cord-340718-amfs4zay 57 4 also also RB cord-340718-amfs4zay 57 5 identified identify VBN cord-340718-amfs4zay 57 6 as as RB cord-340718-amfs4zay 57 7 highly highly RB cord-340718-amfs4zay 57 8 suitable suitable JJ cord-340718-amfs4zay 57 9 by by IN cord-340718-amfs4zay 57 10 models model NNS cord-340718-amfs4zay 57 11 based base VBN cord-340718-amfs4zay 57 12 on on IN cord-340718-amfs4zay 57 13 both both DT cord-340718-amfs4zay 57 14 environmental environmental JJ cord-340718-amfs4zay 57 15 datasets dataset NNS cord-340718-amfs4zay 57 16 ( ( -LRB- cord-340718-amfs4zay 57 17 Figure figure NN cord-340718-amfs4zay 57 18 3 3 CD cord-340718-amfs4zay 57 19 ) ) -RRB- cord-340718-amfs4zay 57 20 . . . cord-340718-amfs4zay 58 1 Attempting attempt VBG cord-340718-amfs4zay 58 2 to to TO cord-340718-amfs4zay 58 3 visualize visualize VB cord-340718-amfs4zay 58 4 conditions condition NNS cord-340718-amfs4zay 58 5 under under IN cord-340718-amfs4zay 58 6 which which WDT cord-340718-amfs4zay 58 7 models model NNS cord-340718-amfs4zay 58 8 identified identify VBD cord-340718-amfs4zay 58 9 suitability suitability NN cord-340718-amfs4zay 58 10 , , , cord-340718-amfs4zay 58 11 suitable suitable JJ cord-340718-amfs4zay 58 12 areas area NNS cord-340718-amfs4zay 58 13 tended tend VBD cord-340718-amfs4zay 58 14 to to TO cord-340718-amfs4zay 58 15 present present VB cord-340718-amfs4zay 58 16 conditions condition NNS cord-340718-amfs4zay 58 17 that that WDT cord-340718-amfs4zay 58 18 were be VBD cord-340718-amfs4zay 58 19 generally generally RB cord-340718-amfs4zay 58 20 constant constant JJ cord-340718-amfs4zay 58 21 through through IN cord-340718-amfs4zay 58 22 the the DT cord-340718-amfs4zay 58 23 year year NN cord-340718-amfs4zay 58 24 ( ( -LRB- cord-340718-amfs4zay 58 25 i.e. i.e. FW cord-340718-amfs4zay 58 26 not not RB cord-340718-amfs4zay 58 27 much much JJ cord-340718-amfs4zay 58 28 seasonal seasonal JJ cord-340718-amfs4zay 58 29 variation variation NN cord-340718-amfs4zay 58 30 ) ) -RRB- cord-340718-amfs4zay 58 31 , , , cord-340718-amfs4zay 58 32 with with IN cord-340718-amfs4zay 58 33 only only RB cord-340718-amfs4zay 58 34 gentle gentle JJ cord-340718-amfs4zay 58 35 seasonal seasonal JJ cord-340718-amfs4zay 58 36 fluctuations fluctuation NNS cord-340718-amfs4zay 58 37 . . . cord-340718-amfs4zay 59 1 Unsuitable unsuitable JJ cord-340718-amfs4zay 59 2 areas area NNS cord-340718-amfs4zay 59 3 , , , cord-340718-amfs4zay 59 4 in in IN cord-340718-amfs4zay 59 5 contrast contrast NN cord-340718-amfs4zay 59 6 , , , cord-340718-amfs4zay 59 7 showed show VBD cord-340718-amfs4zay 59 8 much much RB cord-340718-amfs4zay 59 9 more more JJR cord-340718-amfs4zay 59 10 seasonal seasonal JJ cord-340718-amfs4zay 59 11 variation variation NN cord-340718-amfs4zay 59 12 : : : cord-340718-amfs4zay 59 13 NDVI NDVI NNP cord-340718-amfs4zay 59 14 values value NNS cord-340718-amfs4zay 59 15 rose rise VBD cord-340718-amfs4zay 59 16 sharply sharply RB cord-340718-amfs4zay 59 17 in in IN cord-340718-amfs4zay 59 18 June June NNP cord-340718-amfs4zay 59 19 - - HYPH cord-340718-amfs4zay 59 20 August August NNP cord-340718-amfs4zay 59 21 and and CC cord-340718-amfs4zay 59 22 declined decline VBD cord-340718-amfs4zay 59 23 during during IN cord-340718-amfs4zay 59 24 September September NNP cord-340718-amfs4zay 59 25 - - HYPH cord-340718-amfs4zay 59 26 December December NNP cord-340718-amfs4zay 59 27 ( ( -LRB- cord-340718-amfs4zay 59 28 Figure figure NN cord-340718-amfs4zay 59 29 4 4 CD cord-340718-amfs4zay 59 30 ) ) -RRB- cord-340718-amfs4zay 59 31 . . . cord-340718-amfs4zay 60 1 Limitations limitation NNS cord-340718-amfs4zay 60 2 on on IN cord-340718-amfs4zay 60 3 the the DT cord-340718-amfs4zay 60 4 materials material NNS cord-340718-amfs4zay 60 5 employed employ VBN cord-340718-amfs4zay 60 6 in in IN cord-340718-amfs4zay 60 7 this this DT cord-340718-amfs4zay 60 8 study study NN cord-340718-amfs4zay 60 9 have have VBP cord-340718-amfs4zay 60 10 to to TO cord-340718-amfs4zay 60 11 be be VB cord-340718-amfs4zay 60 12 addressed address VBN cord-340718-amfs4zay 60 13 here here RB cord-340718-amfs4zay 60 14 . . . cord-340718-amfs4zay 61 1 The the DT cord-340718-amfs4zay 61 2 general general JJ cord-340718-amfs4zay 61 3 distributional distributional JJ cord-340718-amfs4zay 61 4 pattern pattern NN cord-340718-amfs4zay 61 5 of of IN cord-340718-amfs4zay 61 6 H7N9 H7N9 NNP cord-340718-amfs4zay 61 7 has have VBZ cord-340718-amfs4zay 61 8 not not RB cord-340718-amfs4zay 61 9 been be VBN cord-340718-amfs4zay 61 10 understood understand VBN cord-340718-amfs4zay 61 11 in in IN cord-340718-amfs4zay 61 12 detail detail NN cord-340718-amfs4zay 61 13 to to IN cord-340718-amfs4zay 61 14 date date NN cord-340718-amfs4zay 61 15 , , , cord-340718-amfs4zay 61 16 such such JJ cord-340718-amfs4zay 61 17 that that IN cord-340718-amfs4zay 61 18 the the DT cord-340718-amfs4zay 61 19 distributional distributional JJ cord-340718-amfs4zay 61 20 pattern pattern NN cord-340718-amfs4zay 61 21 so so RB cord-340718-amfs4zay 61 22 far far RB cord-340718-amfs4zay 61 23 has have VBZ cord-340718-amfs4zay 61 24 manifested manifest VBN cord-340718-amfs4zay 61 25 sporadic sporadic JJ cord-340718-amfs4zay 61 26 and and CC cord-340718-amfs4zay 61 27 small small JJ cord-340718-amfs4zay 61 28 clusters cluster NNS cord-340718-amfs4zay 61 29 ( ( -LRB- cord-340718-amfs4zay 61 30 Figure figure NN cord-340718-amfs4zay 61 31 1 1 CD cord-340718-amfs4zay 61 32 ) ) -RRB- cord-340718-amfs4zay 61 33 . . . cord-340718-amfs4zay 62 1 Knowledge knowledge NN cord-340718-amfs4zay 62 2 about about IN cord-340718-amfs4zay 62 3 the the DT cord-340718-amfs4zay 62 4 main main JJ cord-340718-amfs4zay 62 5 virus virus NN cord-340718-amfs4zay 62 6 reservoirs reservoir NNS cord-340718-amfs4zay 62 7 and and CC cord-340718-amfs4zay 62 8 the the DT cord-340718-amfs4zay 62 9 extent extent NN cord-340718-amfs4zay 62 10 and and CC cord-340718-amfs4zay 62 11 distribution distribution NN cord-340718-amfs4zay 62 12 of of IN cord-340718-amfs4zay 62 13 the the DT cord-340718-amfs4zay 62 14 virus virus NN cord-340718-amfs4zay 62 15 in in IN cord-340718-amfs4zay 62 16 animals animal NNS cord-340718-amfs4zay 62 17 remains remain VBZ cord-340718-amfs4zay 62 18 limited limited JJ cord-340718-amfs4zay 62 19 , , , cord-340718-amfs4zay 62 20 in in IN cord-340718-amfs4zay 62 21 spite spite NN cord-340718-amfs4zay 62 22 of of IN cord-340718-amfs4zay 62 23 considerable considerable JJ cord-340718-amfs4zay 62 24 efforts effort NNS cord-340718-amfs4zay 62 25 ( ( -LRB- cord-340718-amfs4zay 62 26 e.g. e.g. RB cord-340718-amfs4zay 62 27 [ [ -LRB- cord-340718-amfs4zay 62 28 8 8 CD cord-340718-amfs4zay 62 29 ] ] -RRB- cord-340718-amfs4zay 62 30 ) ) -RRB- cord-340718-amfs4zay 62 31 , , , cord-340718-amfs4zay 62 32 it -PRON- PRP cord-340718-amfs4zay 62 33 is be VBZ cord-340718-amfs4zay 62 34 likely likely JJ cord-340718-amfs4zay 62 35 that that IN cord-340718-amfs4zay 62 36 most most JJS cord-340718-amfs4zay 62 37 human human JJ cord-340718-amfs4zay 62 38 cases case NNS cord-340718-amfs4zay 62 39 were be VBD cord-340718-amfs4zay 62 40 exposed expose VBN cord-340718-amfs4zay 62 41 to to IN cord-340718-amfs4zay 62 42 the the DT cord-340718-amfs4zay 62 43 H7N9 H7N9 NNP cord-340718-amfs4zay 62 44 virus virus NN cord-340718-amfs4zay 62 45 through through IN cord-340718-amfs4zay 62 46 contact contact NN cord-340718-amfs4zay 62 47 with with IN cord-340718-amfs4zay 62 48 infected infected JJ cord-340718-amfs4zay 62 49 poultry poultry NN cord-340718-amfs4zay 62 50 or or CC cord-340718-amfs4zay 62 51 contaminated contaminate VBN cord-340718-amfs4zay 62 52 environments environment NNS cord-340718-amfs4zay 62 53 , , , cord-340718-amfs4zay 62 54 including include VBG cord-340718-amfs4zay 62 55 markets market NNS cord-340718-amfs4zay 62 56 that that WDT cord-340718-amfs4zay 62 57 sell sell VBP cord-340718-amfs4zay 62 58 live live JJ cord-340718-amfs4zay 62 59 poultry poultry NN cord-340718-amfs4zay 63 1 [ [ -LRB- cord-340718-amfs4zay 63 2 16 16 CD cord-340718-amfs4zay 63 3 ] ] -RRB- cord-340718-amfs4zay 63 4 . . . cord-340718-amfs4zay 64 1 However however WRB cord-340718-amfs4zay 64 2 clear clear JJ cord-340718-amfs4zay 64 3 links link NNS cord-340718-amfs4zay 64 4 between between IN cord-340718-amfs4zay 64 5 infections infection NNS cord-340718-amfs4zay 64 6 in in IN cord-340718-amfs4zay 64 7 poultry poultry NN cord-340718-amfs4zay 64 8 and and CC cord-340718-amfs4zay 64 9 human human JJ cord-340718-amfs4zay 64 10 cases case NNS cord-340718-amfs4zay 64 11 have have VBP cord-340718-amfs4zay 64 12 been be VBN cord-340718-amfs4zay 64 13 difficult difficult JJ cord-340718-amfs4zay 64 14 to to TO cord-340718-amfs4zay 64 15 establish establish VB cord-340718-amfs4zay 64 16 , , , cord-340718-amfs4zay 64 17 because because IN cord-340718-amfs4zay 64 18 this this DT cord-340718-amfs4zay 64 19 virus virus NN cord-340718-amfs4zay 64 20 does do VBZ cord-340718-amfs4zay 64 21 not not RB cord-340718-amfs4zay 64 22 appear appear VB cord-340718-amfs4zay 64 23 to to TO cord-340718-amfs4zay 64 24 cause cause VB cord-340718-amfs4zay 64 25 clinical clinical JJ cord-340718-amfs4zay 64 26 signs sign NNS cord-340718-amfs4zay 64 27 in in IN cord-340718-amfs4zay 64 28 infected infected JJ cord-340718-amfs4zay 64 29 poultry poultry NN cord-340718-amfs4zay 64 30 . . . cord-340718-amfs4zay 65 1 Information information NN cord-340718-amfs4zay 65 2 to to IN cord-340718-amfs4zay 65 3 date date NN cord-340718-amfs4zay 65 4 also also RB cord-340718-amfs4zay 65 5 does do VBZ cord-340718-amfs4zay 65 6 not not RB cord-340718-amfs4zay 65 7 support support VB cord-340718-amfs4zay 65 8 sustained sustain VBN cord-340718-amfs4zay 65 9 human human JJ cord-340718-amfs4zay 65 10 - - HYPH cord-340718-amfs4zay 65 11 tohuman tohuman NN cord-340718-amfs4zay 65 12 transmission transmission NN cord-340718-amfs4zay 65 13 [ [ -LRB- cord-340718-amfs4zay 65 14 17 17 CD cord-340718-amfs4zay 65 15 ] ] -RRB- cord-340718-amfs4zay 65 16 . . . cord-340718-amfs4zay 66 1 Effective effective JJ cord-340718-amfs4zay 66 2 and and CC cord-340718-amfs4zay 66 3 predictive predictive JJ cord-340718-amfs4zay 66 4 risk risk NN cord-340718-amfs4zay 66 5 maps map NNS cord-340718-amfs4zay 66 6 can can MD cord-340718-amfs4zay 66 7 provide provide VB cord-340718-amfs4zay 66 8 a a DT cord-340718-amfs4zay 66 9 useful useful JJ cord-340718-amfs4zay 66 10 means mean NNS cord-340718-amfs4zay 66 11 by by IN cord-340718-amfs4zay 66 12 which which WDT cord-340718-amfs4zay 66 13 to to TO cord-340718-amfs4zay 66 14 design design VB cord-340718-amfs4zay 66 15 targeted target VBN cord-340718-amfs4zay 66 16 surveillance surveillance NN cord-340718-amfs4zay 66 17 efforts effort NNS cord-340718-amfs4zay 66 18 [ [ -LRB- cord-340718-amfs4zay 66 19 3 3 CD cord-340718-amfs4zay 66 20 ] ] -RRB- cord-340718-amfs4zay 66 21 [ [ -LRB- cord-340718-amfs4zay 66 22 4 4 CD cord-340718-amfs4zay 66 23 ] ] -RRB- cord-340718-amfs4zay 66 24 [ [ -LRB- cord-340718-amfs4zay 66 25 5 5 CD cord-340718-amfs4zay 66 26 ] ] -RRB- cord-340718-amfs4zay 66 27 [ [ -LRB- cord-340718-amfs4zay 66 28 6 6 CD cord-340718-amfs4zay 66 29 ] ] -RRB- cord-340718-amfs4zay 66 30 , , , cord-340718-amfs4zay 66 31 and and CC cord-340718-amfs4zay 66 32 ecological ecological JJ cord-340718-amfs4zay 66 33 niche niche NN cord-340718-amfs4zay 66 34 modeling modeling NN cord-340718-amfs4zay 66 35 approaches approach NNS cord-340718-amfs4zay 66 36 are be VBP cord-340718-amfs4zay 66 37 offering offer VBG cord-340718-amfs4zay 66 38 novel novel JJ cord-340718-amfs4zay 66 39 views view NNS cord-340718-amfs4zay 66 40 of of IN cord-340718-amfs4zay 66 41 the the DT cord-340718-amfs4zay 66 42 geography geography NN cord-340718-amfs4zay 66 43 of of IN cord-340718-amfs4zay 66 44 potential potential NN cord-340718-amfs4zay 66 45 for for IN cord-340718-amfs4zay 66 46 disease disease NN cord-340718-amfs4zay 66 47 transmission transmission NN cord-340718-amfs4zay 66 48 [ [ -LRB- cord-340718-amfs4zay 66 49 9 9 CD cord-340718-amfs4zay 66 50 , , , cord-340718-amfs4zay 66 51 18 18 CD cord-340718-amfs4zay 66 52 ] ] -RRB- cord-340718-amfs4zay 66 53 . . . cord-340718-amfs4zay 67 1 Many many JJ cord-340718-amfs4zay 67 2 aspects aspect NNS cord-340718-amfs4zay 67 3 of of IN cord-340718-amfs4zay 67 4 the the DT cord-340718-amfs4zay 67 5 natural natural JJ cord-340718-amfs4zay 67 6 history history NN cord-340718-amfs4zay 67 7 , , , cord-340718-amfs4zay 67 8 geography geography NN cord-340718-amfs4zay 67 9 , , , cord-340718-amfs4zay 67 10 and and CC cord-340718-amfs4zay 67 11 ecology ecology NN cord-340718-amfs4zay 67 12 of of IN cord-340718-amfs4zay 67 13 H7N9 H7N9 NNP cord-340718-amfs4zay 67 14 virus virus NN cord-340718-amfs4zay 67 15 remain remain VBP cord-340718-amfs4zay 67 16 poorly poorly RB cord-340718-amfs4zay 67 17 known know VBN cord-340718-amfs4zay 67 18 or or CC cord-340718-amfs4zay 67 19 unknown unknown JJ cord-340718-amfs4zay 67 20 ; ; : cord-340718-amfs4zay 67 21 in in IN cord-340718-amfs4zay 67 22 such such JJ cord-340718-amfs4zay 67 23 cases case NNS cord-340718-amfs4zay 67 24 , , , cord-340718-amfs4zay 67 25 niche niche NN cord-340718-amfs4zay 67 26 modeling modeling NN cord-340718-amfs4zay 67 27 can can MD cord-340718-amfs4zay 67 28 only only RB cord-340718-amfs4zay 67 29 be be VB cord-340718-amfs4zay 67 30 applied apply VBN cord-340718-amfs4zay 67 31 to to IN cord-340718-amfs4zay 67 32 the the DT cord-340718-amfs4zay 67 33 outputs output NNS cord-340718-amfs4zay 67 34 of of IN cord-340718-amfs4zay 67 35 the the DT cord-340718-amfs4zay 67 36 overall overall JJ cord-340718-amfs4zay 67 37 cycle cycle NN cord-340718-amfs4zay 67 38 as as IN cord-340718-amfs4zay 67 39 a a DT cord-340718-amfs4zay 67 40 ' ' `` cord-340718-amfs4zay 67 41 ' ' `` cord-340718-amfs4zay 67 42 black black JJ cord-340718-amfs4zay 67 43 box box NN cord-340718-amfs4zay 67 44 ' ' '' cord-340718-amfs4zay 67 45 ' ' '' cord-340718-amfs4zay 67 46 , , , cord-340718-amfs4zay 67 47 attempting attempt VBG cord-340718-amfs4zay 67 48 to to TO cord-340718-amfs4zay 67 49 capture capture VB cord-340718-amfs4zay 67 50 the the DT cord-340718-amfs4zay 67 51 integration integration NN cord-340718-amfs4zay 67 52 of of IN cord-340718-amfs4zay 67 53 relevant relevant JJ cord-340718-amfs4zay 67 54 niche niche NN cord-340718-amfs4zay 67 55 components component NNS cord-340718-amfs4zay 67 56 in in IN cord-340718-amfs4zay 67 57 H7N9 H7N9 NNP cord-340718-amfs4zay 67 58 virus virus NN cord-340718-amfs4zay 67 59 . . . cord-340718-amfs4zay 68 1 Consisting consist VBG cord-340718-amfs4zay 68 2 with with IN cord-340718-amfs4zay 68 3 the the DT cord-340718-amfs4zay 68 4 regression regression NN cord-340718-amfs4zay 68 5 model model NN cord-340718-amfs4zay 68 6 , , , cord-340718-amfs4zay 68 7 which which WDT cord-340718-amfs4zay 68 8 integrated integrate VBD cord-340718-amfs4zay 68 9 agroecological agroecological JJ cord-340718-amfs4zay 68 10 , , , cord-340718-amfs4zay 68 11 environmental environmental JJ cord-340718-amfs4zay 68 12 and and CC cord-340718-amfs4zay 68 13 meteorological meteorological JJ cord-340718-amfs4zay 68 14 factors factor NNS cord-340718-amfs4zay 68 15 to to TO cord-340718-amfs4zay 68 16 map map VB cord-340718-amfs4zay 68 17 the the DT cord-340718-amfs4zay 68 18 spread spread NN cord-340718-amfs4zay 68 19 potential potential NN cord-340718-amfs4zay 68 20 of of IN cord-340718-amfs4zay 68 21 H7N9 H7N9 NNP cord-340718-amfs4zay 68 22 [ [ -LRB- cord-340718-amfs4zay 68 23 5 5 CD cord-340718-amfs4zay 68 24 ] ] -RRB- cord-340718-amfs4zay 68 25 [ [ -LRB- cord-340718-amfs4zay 68 26 6 6 CD cord-340718-amfs4zay 68 27 ] ] -RRB- cord-340718-amfs4zay 68 28 , , , cord-340718-amfs4zay 68 29 our -PRON- PRP$ cord-340718-amfs4zay 68 30 niche niche NN cord-340718-amfs4zay 68 31 model model NN cord-340718-amfs4zay 68 32 also also RB cord-340718-amfs4zay 68 33 identified identify VBD cord-340718-amfs4zay 68 34 the the DT cord-340718-amfs4zay 68 35 central central JJ cord-340718-amfs4zay 68 36 coastal coastal JJ cord-340718-amfs4zay 68 37 areas area NNS cord-340718-amfs4zay 68 38 in in IN cord-340718-amfs4zay 68 39 Guangdong Guangdong NNP cord-340718-amfs4zay 68 40 Province Province NNP cord-340718-amfs4zay 68 41 as as IN cord-340718-amfs4zay 68 42 high high JJ cord-340718-amfs4zay 68 43 suitable suitable NN cord-340718-amfs4zay 68 44 , , , cord-340718-amfs4zay 68 45 which which WDT cord-340718-amfs4zay 68 46 were be VBD cord-340718-amfs4zay 68 47 validated validate VBN cord-340718-amfs4zay 68 48 by by IN cord-340718-amfs4zay 68 49 the the DT cord-340718-amfs4zay 68 50 new new JJ cord-340718-amfs4zay 68 51 emerging emerge VBG cord-340718-amfs4zay 68 52 cases case NNS cord-340718-amfs4zay 68 53 in in IN cord-340718-amfs4zay 68 54 2014 2014 CD cord-340718-amfs4zay 68 55 . . . cord-340718-amfs4zay 69 1 The the DT cord-340718-amfs4zay 69 2 First First NNP cord-340718-amfs4zay 69 3 Law Law NNP cord-340718-amfs4zay 69 4 of of IN cord-340718-amfs4zay 69 5 Geography Geography NNP cord-340718-amfs4zay 69 6 was be VBD cord-340718-amfs4zay 69 7 introduced introduce VBN cord-340718-amfs4zay 69 8 by by IN cord-340718-amfs4zay 69 9 Tobler Tobler NNP cord-340718-amfs4zay 69 10 [ [ -LRB- cord-340718-amfs4zay 69 11 19 19 CD cord-340718-amfs4zay 69 12 ] ] -RRB- cord-340718-amfs4zay 69 13 , , , cord-340718-amfs4zay 69 14 stating state VBG cord-340718-amfs4zay 69 15 that that IN cord-340718-amfs4zay 69 16 everything everything NN cord-340718-amfs4zay 69 17 is be VBZ cord-340718-amfs4zay 69 18 related relate VBN cord-340718-amfs4zay 69 19 to to IN cord-340718-amfs4zay 69 20 everything everything NN cord-340718-amfs4zay 69 21 else else RB cord-340718-amfs4zay 69 22 , , , cord-340718-amfs4zay 69 23 but but CC cord-340718-amfs4zay 69 24 that that IN cord-340718-amfs4zay 69 25 near near JJ cord-340718-amfs4zay 69 26 things thing NNS cord-340718-amfs4zay 69 27 are be VBP cord-340718-amfs4zay 69 28 more more RBR cord-340718-amfs4zay 69 29 related related JJ cord-340718-amfs4zay 69 30 than than IN cord-340718-amfs4zay 69 31 distant distant JJ cord-340718-amfs4zay 69 32 things thing NNS cord-340718-amfs4zay 69 33 ; ; : cord-340718-amfs4zay 69 34 recent recent JJ cord-340718-amfs4zay 69 35 extension extension NN cord-340718-amfs4zay 69 36 was be VBD cord-340718-amfs4zay 69 37 to to TO cord-340718-amfs4zay 69 38 add add VB cord-340718-amfs4zay 69 39 dimensions dimension NNS cord-340718-amfs4zay 69 40 of of IN cord-340718-amfs4zay 69 41 time time NN cord-340718-amfs4zay 69 42 in in IN cord-340718-amfs4zay 69 43 understanding understanding NN cord-340718-amfs4zay 69 44 and and CC cord-340718-amfs4zay 69 45 expressing express VBG cord-340718-amfs4zay 69 46 distance distance NN cord-340718-amfs4zay 69 47 and and CC cord-340718-amfs4zay 69 48 adjacency adjacency NN cord-340718-amfs4zay 69 49 , , , cord-340718-amfs4zay 69 50 resulting result VBG cord-340718-amfs4zay 69 51 in in IN cord-340718-amfs4zay 69 52 a a DT cord-340718-amfs4zay 69 53 concept concept NN cord-340718-amfs4zay 69 54 of of IN cord-340718-amfs4zay 69 55 spatiotemporal spatiotemporal JJ cord-340718-amfs4zay 69 56 proximity proximity NN cord-340718-amfs4zay 69 57 proposed propose VBN cord-340718-amfs4zay 69 58 during during IN cord-340718-amfs4zay 69 59 the the DT cord-340718-amfs4zay 69 60 SARS SARS NNP cord-340718-amfs4zay 69 61 ( ( -LRB- cord-340718-amfs4zay 69 62 Severe severe JJ cord-340718-amfs4zay 69 63 Acute acute JJ cord-340718-amfs4zay 69 64 Respiratory Respiratory NNP cord-340718-amfs4zay 69 65 Syndrome Syndrome NNP cord-340718-amfs4zay 69 66 ) ) -RRB- cord-340718-amfs4zay 70 1 outbreaks outbreak NNS cord-340718-amfs4zay 70 2 [ [ -LRB- cord-340718-amfs4zay 70 3 20 20 CD cord-340718-amfs4zay 70 4 ] ] -RRB- cord-340718-amfs4zay 70 5 . . . cord-340718-amfs4zay 71 1 Here here RB cord-340718-amfs4zay 71 2 , , , cord-340718-amfs4zay 71 3 we -PRON- PRP cord-340718-amfs4zay 71 4 developed develop VBD cord-340718-amfs4zay 71 5 multitemporal multitemporal NNP cord-340718-amfs4zay 71 6 vegetation vegetation NNP cord-340718-amfs4zay 71 7 index index NN cord-340718-amfs4zay 71 8 datasets dataset NNS cord-340718-amfs4zay 71 9 to to TO cord-340718-amfs4zay 71 10 match match VB cord-340718-amfs4zay 71 11 the the DT cord-340718-amfs4zay 71 12 H7N9 H7N9 NNP cord-340718-amfs4zay 71 13 outbreaks outbreak NNS cord-340718-amfs4zay 71 14 in in IN cord-340718-amfs4zay 71 15 spatiotemporal spatiotemporal JJ cord-340718-amfs4zay 71 16 coverage coverage NN cord-340718-amfs4zay 71 17 ; ; : cord-340718-amfs4zay 71 18 the the DT cord-340718-amfs4zay 71 19 hope hope NN cord-340718-amfs4zay 71 20 was be VBD cord-340718-amfs4zay 71 21 to to TO cord-340718-amfs4zay 71 22 characterize characterize VB cord-340718-amfs4zay 71 23 ecological ecological JJ cord-340718-amfs4zay 71 24 requirements requirement NNS cord-340718-amfs4zay 71 25 of of IN cord-340718-amfs4zay 71 26 H7N9 H7N9 NNP cord-340718-amfs4zay 71 27 optimally optimally RB cord-340718-amfs4zay 71 28 , , , cord-340718-amfs4zay 71 29 although although IN cord-340718-amfs4zay 71 30 many many JJ cord-340718-amfs4zay 71 31 questions question NNS cord-340718-amfs4zay 71 32 concerning concern VBG cord-340718-amfs4zay 71 33 the the DT cord-340718-amfs4zay 71 34 sporadic sporadic JJ cord-340718-amfs4zay 71 35 outbreaks outbreak NNS cord-340718-amfs4zay 71 36 of of IN cord-340718-amfs4zay 71 37 H7N9 H7N9 NNP cord-340718-amfs4zay 71 38 remain remain VBP cord-340718-amfs4zay 71 39 up up RB cord-340718-amfs4zay 71 40 in in IN cord-340718-amfs4zay 71 41 the the DT cord-340718-amfs4zay 71 42 air air NN cord-340718-amfs4zay 71 43 . . . cord-340718-amfs4zay 72 1 Using use VBG cord-340718-amfs4zay 72 2 these these DT cord-340718-amfs4zay 72 3 datasets dataset NNS cord-340718-amfs4zay 72 4 , , , cord-340718-amfs4zay 72 5 models model NNS cord-340718-amfs4zay 72 6 showed show VBD cord-340718-amfs4zay 72 7 good good JJ cord-340718-amfs4zay 72 8 performance performance NN cord-340718-amfs4zay 72 9 in in IN cord-340718-amfs4zay 72 10 anticipating anticipate VBG cord-340718-amfs4zay 72 11 the the DT cord-340718-amfs4zay 72 12 known know VBN cord-340718-amfs4zay 72 13 geographic geographic JJ cord-340718-amfs4zay 72 14 distribution distribution NN cord-340718-amfs4zay 72 15 of of IN cord-340718-amfs4zay 72 16 independent independent JJ cord-340718-amfs4zay 72 17 occurrence occurrence NN cord-340718-amfs4zay 72 18 records record NNS cord-340718-amfs4zay 72 19 ( ( -LRB- cord-340718-amfs4zay 72 20 including include VBG cord-340718-amfs4zay 72 21 the the DT cord-340718-amfs4zay 72 22 new new JJ cord-340718-amfs4zay 72 23 emerging emerge VBG cord-340718-amfs4zay 72 24 cases case NNS cord-340718-amfs4zay 72 25 in in IN cord-340718-amfs4zay 72 26 January January NNP cord-340718-amfs4zay 72 27 2014 2014 CD cord-340718-amfs4zay 72 28 ) ) -RRB- cord-340718-amfs4zay 72 29 ; ; : cord-340718-amfs4zay 72 30 however however RB cord-340718-amfs4zay 72 31 , , , cord-340718-amfs4zay 72 32 given give VBN cord-340718-amfs4zay 72 33 that that IN cord-340718-amfs4zay 72 34 H7N9 H7N9 NNP cord-340718-amfs4zay 72 35 is be VBZ cord-340718-amfs4zay 72 36 likely likely JJ cord-340718-amfs4zay 72 37 still still RB cord-340718-amfs4zay 72 38 in in IN cord-340718-amfs4zay 72 39 the the DT cord-340718-amfs4zay 72 40 process process NN cord-340718-amfs4zay 72 41 of of IN cord-340718-amfs4zay 72 42 spreading spread VBG cord-340718-amfs4zay 72 43 out out RP cord-340718-amfs4zay 72 44 to to IN cord-340718-amfs4zay 72 45 its -PRON- PRP$ cord-340718-amfs4zay 72 46 full full JJ cord-340718-amfs4zay 72 47 distributional distributional JJ cord-340718-amfs4zay 72 48 and and CC cord-340718-amfs4zay 72 49 environmental environmental JJ cord-340718-amfs4zay 72 50 potential potential NN cord-340718-amfs4zay 72 51 , , , cord-340718-amfs4zay 72 52 we -PRON- PRP cord-340718-amfs4zay 72 53 are be VBP cord-340718-amfs4zay 72 54 most most RBS cord-340718-amfs4zay 72 55 confident confident JJ cord-340718-amfs4zay 72 56 in in IN cord-340718-amfs4zay 72 57 our -PRON- PRP$ cord-340718-amfs4zay 72 58 result result NN cord-340718-amfs4zay 72 59 as as IN cord-340718-amfs4zay 72 60 near near JJ cord-340718-amfs4zay 72 61 - - HYPH cord-340718-amfs4zay 72 62 term term NN cord-340718-amfs4zay 72 63 and and CC cord-340718-amfs4zay 72 64 local local JJ cord-340718-amfs4zay 72 65 solution solution NN cord-340718-amfs4zay 72 66 rather rather RB cord-340718-amfs4zay 72 67 than than IN cord-340718-amfs4zay 72 68 as as IN cord-340718-amfs4zay 72 69 global global JJ cord-340718-amfs4zay 72 70 summaries summary NNS cord-340718-amfs4zay 72 71 . . . cord-340718-amfs4zay 73 1 For for IN cord-340718-amfs4zay 73 2 H5N1 H5N1 NNP cord-340718-amfs4zay 73 3 , , , cord-340718-amfs4zay 73 4 researchers researcher NNS cord-340718-amfs4zay 73 5 integrated integrate VBD cord-340718-amfs4zay 73 6 large large JJ cord-340718-amfs4zay 73 7 data data NN cord-340718-amfs4zay 73 8 sets set NNS cord-340718-amfs4zay 73 9 combining combine VBG cord-340718-amfs4zay 73 10 information information NN cord-340718-amfs4zay 73 11 on on IN cord-340718-amfs4zay 73 12 poultry poultry NN cord-340718-amfs4zay 73 13 trade trade NN cord-340718-amfs4zay 73 14 routes route NNS cord-340718-amfs4zay 73 15 , , , cord-340718-amfs4zay 73 16 numbers number NNS cord-340718-amfs4zay 73 17 of of IN cord-340718-amfs4zay 73 18 birds bird NNS cord-340718-amfs4zay 73 19 being be VBG cord-340718-amfs4zay 73 20 transported transport VBN cord-340718-amfs4zay 73 21 , , , cord-340718-amfs4zay 73 22 distribution distribution NN cord-340718-amfs4zay 73 23 of of IN cord-340718-amfs4zay 73 24 live live JJ cord-340718-amfs4zay 73 25 - - HYPH cord-340718-amfs4zay 73 26 bird bird NN cord-340718-amfs4zay 73 27 markets market NNS cord-340718-amfs4zay 73 28 , , , cord-340718-amfs4zay 73 29 supply supply NN cord-340718-amfs4zay 73 30 routes route NNS cord-340718-amfs4zay 73 31 , , , cord-340718-amfs4zay 73 32 waterfowl waterfowl NN cord-340718-amfs4zay 73 33 numbers number NNS cord-340718-amfs4zay 73 34 , , , cord-340718-amfs4zay 73 35 land land NN cord-340718-amfs4zay 73 36 use use NN cord-340718-amfs4zay 73 37 , , , cord-340718-amfs4zay 73 38 and and CC cord-340718-amfs4zay 73 39 human human JJ cord-340718-amfs4zay 73 40 population population NN cord-340718-amfs4zay 73 41 densities density NNS cord-340718-amfs4zay 73 42 to to TO cord-340718-amfs4zay 73 43 trace trace VB cord-340718-amfs4zay 73 44 H5N1 H5N1 NNP cord-340718-amfs4zay 73 45 transmission transmission NN cord-340718-amfs4zay 73 46 ( ( -LRB- cord-340718-amfs4zay 73 47 e.g. e.g. IN cord-340718-amfs4zay 73 48 [ [ -LRB- cord-340718-amfs4zay 73 49 21 21 CD cord-340718-amfs4zay 73 50 ] ] -RRB- cord-340718-amfs4zay 73 51 [ [ -LRB- cord-340718-amfs4zay 73 52 22 22 CD cord-340718-amfs4zay 73 53 ] ] -RRB- cord-340718-amfs4zay 73 54 ) ) -RRB- cord-340718-amfs4zay 73 55 . . . cord-340718-amfs4zay 74 1 For for IN cord-340718-amfs4zay 74 2 H7N9 H7N9 NNP cord-340718-amfs4zay 74 3 , , , cord-340718-amfs4zay 74 4 such such JJ cord-340718-amfs4zay 74 5 analyses analysis NNS cord-340718-amfs4zay 74 6 are be VBP cord-340718-amfs4zay 74 7 only only RB cord-340718-amfs4zay 74 8 just just RB cord-340718-amfs4zay 74 9 beginning begin VBG cord-340718-amfs4zay 74 10 [ [ -LRB- cord-340718-amfs4zay 74 11 3 3 CD cord-340718-amfs4zay 74 12 ] ] -RRB- cord-340718-amfs4zay 74 13 [ [ -LRB- cord-340718-amfs4zay 74 14 4 4 CD cord-340718-amfs4zay 74 15 ] ] -RRB- cord-340718-amfs4zay 74 16 [ [ -LRB- cord-340718-amfs4zay 74 17 5 5 CD cord-340718-amfs4zay 74 18 ] ] -RRB- cord-340718-amfs4zay 74 19 [ [ -LRB- cord-340718-amfs4zay 74 20 6 6 CD cord-340718-amfs4zay 74 21 ] ] -RRB- cord-340718-amfs4zay 74 22 , , , cord-340718-amfs4zay 74 23 particularly particularly RB cord-340718-amfs4zay 74 24 as as IN cord-340718-amfs4zay 74 25 sources source NNS cord-340718-amfs4zay 74 26 of of IN cord-340718-amfs4zay 74 27 data datum NNS cord-340718-amfs4zay 74 28 on on IN cord-340718-amfs4zay 74 29 the the DT cord-340718-amfs4zay 74 30 virus virus NN cord-340718-amfs4zay 74 31 and and CC cord-340718-amfs4zay 74 32 routes route NNS cord-340718-amfs4zay 74 33 by by IN cord-340718-amfs4zay 74 34 which which WDT cord-340718-amfs4zay 74 35 it -PRON- PRP cord-340718-amfs4zay 74 36 infects infect VBZ cord-340718-amfs4zay 74 37 humans human NNS cord-340718-amfs4zay 74 38 remain remain VBP cord-340718-amfs4zay 74 39 unclear unclear JJ cord-340718-amfs4zay 74 40 . . . cord-340718-amfs4zay 75 1 Birds bird NNS cord-340718-amfs4zay 75 2 at at IN cord-340718-amfs4zay 75 3 live live JJ cord-340718-amfs4zay 75 4 poultry poultry NN cord-340718-amfs4zay 75 5 markets market NNS cord-340718-amfs4zay 75 6 have have VBP cord-340718-amfs4zay 75 7 been be VBN cord-340718-amfs4zay 75 8 suspected suspect VBN cord-340718-amfs4zay 75 9 as as IN cord-340718-amfs4zay 75 10 a a DT cord-340718-amfs4zay 75 11 source source NN cord-340718-amfs4zay 75 12 , , , cord-340718-amfs4zay 75 13 but but CC cord-340718-amfs4zay 75 14 broad broad JJ cord-340718-amfs4zay 75 15 testing testing NN cord-340718-amfs4zay 75 16 of of IN cord-340718-amfs4zay 75 17 poultry poultry NN cord-340718-amfs4zay 75 18 and and CC cord-340718-amfs4zay 75 19 other other JJ cord-340718-amfs4zay 75 20 animals animal NNS cord-340718-amfs4zay 75 21 have have VBP cord-340718-amfs4zay 75 22 not not RB cord-340718-amfs4zay 75 23 turned turn VBN cord-340718-amfs4zay 75 24 up up RP cord-340718-amfs4zay 75 25 significant significant JJ cord-340718-amfs4zay 75 26 infection infection NN cord-340718-amfs4zay 75 27 rates rate NNS cord-340718-amfs4zay 75 28 [ [ -LRB- cord-340718-amfs4zay 75 29 3 3 CD cord-340718-amfs4zay 75 30 ] ] -RRB- cord-340718-amfs4zay 75 31 ; ; : cord-340718-amfs4zay 75 32 only only RB cord-340718-amfs4zay 75 33 isolates isolate NNS cord-340718-amfs4zay 75 34 from from IN cord-340718-amfs4zay 75 35 Shanghai Shanghai NNP cord-340718-amfs4zay 75 36 live live JJ cord-340718-amfs4zay 75 37 poultry poultry NN cord-340718-amfs4zay 75 38 markets market NNS cord-340718-amfs4zay 75 39 showed show VBD cord-340718-amfs4zay 75 40 high high JJ cord-340718-amfs4zay 75 41 homology homology NN cord-340718-amfs4zay 75 42 with with IN cord-340718-amfs4zay 75 43 viruses virus NNS cord-340718-amfs4zay 75 44 causing cause VBG cord-340718-amfs4zay 75 45 human human JJ cord-340718-amfs4zay 75 46 infections infection NNS cord-340718-amfs4zay 75 47 [ [ -LRB- cord-340718-amfs4zay 75 48 8 8 CD cord-340718-amfs4zay 75 49 ] ] -RRB- cord-340718-amfs4zay 75 50 . . . cord-340718-amfs4zay 76 1 Based base VBN cord-340718-amfs4zay 76 2 on on IN cord-340718-amfs4zay 76 3 experience experience NN cord-340718-amfs4zay 76 4 with with IN cord-340718-amfs4zay 76 5 H5N1 H5N1 NNP cord-340718-amfs4zay 76 6 , , , cord-340718-amfs4zay 76 7 Butler Butler NNP cord-340718-amfs4zay 76 8 [ [ -LRB- cord-340718-amfs4zay 76 9 3 3 CD cord-340718-amfs4zay 76 10 ] ] -RRB- cord-340718-amfs4zay 76 11 suggested suggest VBD cord-340718-amfs4zay 76 12 that that IN cord-340718-amfs4zay 76 13 high high JJ cord-340718-amfs4zay 76 14 suitability suitability NN cord-340718-amfs4zay 76 15 areas area NNS cord-340718-amfs4zay 76 16 for for IN cord-340718-amfs4zay 76 17 H7N9 H7N9 NNP cord-340718-amfs4zay 76 18 might may MD cord-340718-amfs4zay 76 19 include include VB cord-340718-amfs4zay 76 20 Shandong Shandong NNP cord-340718-amfs4zay 76 21 Province Province NNP cord-340718-amfs4zay 76 22 and and CC cord-340718-amfs4zay 76 23 a a DT cord-340718-amfs4zay 76 24 belt belt NN cord-340718-amfs4zay 76 25 extending extend VBG cord-340718-amfs4zay 76 26 around around IN cord-340718-amfs4zay 76 27 the the DT cord-340718-amfs4zay 76 28 Bohai Bohai NNP cord-340718-amfs4zay 76 29 Sea Sea NNP cord-340718-amfs4zay 76 30 to to IN cord-340718-amfs4zay 76 31 Liaoning Liaoning NNP cord-340718-amfs4zay 76 32 Province Province NNP cord-340718-amfs4zay 76 33 in in IN cord-340718-amfs4zay 76 34 the the DT cord-340718-amfs4zay 76 35 north north NN cord-340718-amfs4zay 76 36 . . . cord-340718-amfs4zay 77 1 However however RB cord-340718-amfs4zay 77 2 , , , cord-340718-amfs4zay 77 3 H5N1 H5N1 NNP cord-340718-amfs4zay 77 4 dynamics dynamic NNS cord-340718-amfs4zay 77 5 offer offer VBP cord-340718-amfs4zay 77 6 only only RB cord-340718-amfs4zay 77 7 a a DT cord-340718-amfs4zay 77 8 starting starting NN cord-340718-amfs4zay 77 9 point point NN cord-340718-amfs4zay 77 10 for for IN cord-340718-amfs4zay 77 11 identifying identify VBG cord-340718-amfs4zay 77 12 areas area NNS cord-340718-amfs4zay 77 13 at at IN cord-340718-amfs4zay 77 14 risk risk NN cord-340718-amfs4zay 77 15 , , , cord-340718-amfs4zay 77 16 since since IN cord-340718-amfs4zay 77 17 ecological ecological JJ cord-340718-amfs4zay 77 18 requirements requirement NNS cord-340718-amfs4zay 77 19 and and CC cord-340718-amfs4zay 77 20 natural natural JJ cord-340718-amfs4zay 77 21 history history NN cord-340718-amfs4zay 77 22 of of IN cord-340718-amfs4zay 77 23 H5N1 H5N1 NNP cord-340718-amfs4zay 77 24 and and CC cord-340718-amfs4zay 77 25 H7N9 H7N9 NNP cord-340718-amfs4zay 77 26 might may MD cord-340718-amfs4zay 77 27 well well RB cord-340718-amfs4zay 77 28 be be VB cord-340718-amfs4zay 77 29 different different JJ cord-340718-amfs4zay 77 30 . . . cord-340718-amfs4zay 78 1 Our -PRON- PRP$ cord-340718-amfs4zay 78 2 models model NNS cord-340718-amfs4zay 78 3 identified identify VBD cord-340718-amfs4zay 78 4 high high JJ cord-340718-amfs4zay 78 5 - - HYPH cord-340718-amfs4zay 78 6 risk risk NN cord-340718-amfs4zay 78 7 zones zone NNS cord-340718-amfs4zay 78 8 for for IN cord-340718-amfs4zay 78 9 H7N9 H7N9 NNP cord-340718-amfs4zay 78 10 in in IN cord-340718-amfs4zay 78 11 east east JJ cord-340718-amfs4zay 78 12 - - HYPH cord-340718-amfs4zay 78 13 central central JJ cord-340718-amfs4zay 78 14 China China NNP cord-340718-amfs4zay 78 15 . . . cord-340718-amfs4zay 79 1 Continued continue VBN cord-340718-amfs4zay 79 2 vigilance vigilance NN cord-340718-amfs4zay 79 3 therefore therefore RB cord-340718-amfs4zay 79 4 is be VBZ cord-340718-amfs4zay 79 5 needed need VBN cord-340718-amfs4zay 79 6 within within IN cord-340718-amfs4zay 79 7 affected affected JJ cord-340718-amfs4zay 79 8 and and CC cord-340718-amfs4zay 79 9 neighboring neighboring JJ cord-340718-amfs4zay 79 10 areas area NNS cord-340718-amfs4zay 79 11 to to TO cord-340718-amfs4zay 79 12 detect detect VB cord-340718-amfs4zay 79 13 infections infection NNS cord-340718-amfs4zay 79 14 in in IN cord-340718-amfs4zay 79 15 animals animal NNS cord-340718-amfs4zay 79 16 and and CC cord-340718-amfs4zay 79 17 humans human NNS cord-340718-amfs4zay 79 18 , , , cord-340718-amfs4zay 79 19 as as IN cord-340718-amfs4zay 79 20 the the DT cord-340718-amfs4zay 79 21 current current JJ cord-340718-amfs4zay 79 22 distributional distributional JJ cord-340718-amfs4zay 79 23 pattern pattern NN cord-340718-amfs4zay 79 24 suggest suggest VBP cord-340718-amfs4zay 79 25 that that IN cord-340718-amfs4zay 79 26 H7N9 H7N9 NNP cord-340718-amfs4zay 79 27 would would MD cord-340718-amfs4zay 79 28 be be VB cord-340718-amfs4zay 79 29 in in IN cord-340718-amfs4zay 79 30 previously previously RB cord-340718-amfs4zay 79 31 affected affect VBN cord-340718-amfs4zay 79 32 and and CC cord-340718-amfs4zay 79 33 possibly possibly RB cord-340718-amfs4zay 79 34 neighboring neighboring JJ cord-340718-amfs4zay 79 35 areas area NNS cord-340718-amfs4zay 79 36 , , , cord-340718-amfs4zay 79 37 and and CC cord-340718-amfs4zay 79 38 potentially potentially RB cord-340718-amfs4zay 79 39 in in IN cord-340718-amfs4zay 79 40 travelers traveler NNS cord-340718-amfs4zay 79 41 from from IN cord-340718-amfs4zay 79 42 these these DT cord-340718-amfs4zay 79 43 areas area NNS cord-340718-amfs4zay 79 44 returning return VBG cord-340718-amfs4zay 79 45 to to IN cord-340718-amfs4zay 79 46 other other JJ cord-340718-amfs4zay 79 47 countries country NNS cord-340718-amfs4zay 79 48 . . . cord-340718-amfs4zay 80 1 Attention attention NN cord-340718-amfs4zay 80 2 should should MD cord-340718-amfs4zay 80 3 be be VB cord-340718-amfs4zay 80 4 paid pay VBN cord-340718-amfs4zay 80 5 to to IN cord-340718-amfs4zay 80 6 transmission transmission NN cord-340718-amfs4zay 80 7 of of IN cord-340718-amfs4zay 80 8 H7N9 H7N9 NNP cord-340718-amfs4zay 80 9 between between IN cord-340718-amfs4zay 80 10 the the DT cord-340718-amfs4zay 80 11 mainland mainland NN cord-340718-amfs4zay 80 12 and and CC cord-340718-amfs4zay 80 13 Taiwan Taiwan NNP cord-340718-amfs4zay 80 14 , , , cord-340718-amfs4zay 80 15 since since IN cord-340718-amfs4zay 80 16 highly highly RB cord-340718-amfs4zay 80 17 suitable suitable JJ cord-340718-amfs4zay 80 18 areas area NNS cord-340718-amfs4zay 80 19 were be VBD cord-340718-amfs4zay 80 20 observed observe VBN cord-340718-amfs4zay 80 21 along along IN cord-340718-amfs4zay 80 22 both both CC cord-340718-amfs4zay 80 23 the the DT cord-340718-amfs4zay 80 24 eastern eastern JJ cord-340718-amfs4zay 80 25 seaboard seaboard NN cord-340718-amfs4zay 80 26 of of IN cord-340718-amfs4zay 80 27 mainland mainland NN cord-340718-amfs4zay 80 28 China China NNP cord-340718-amfs4zay 80 29 and and CC cord-340718-amfs4zay 80 30 in in IN cord-340718-amfs4zay 80 31 western western JJ cord-340718-amfs4zay 80 32 Taiwan Taiwan NNP cord-340718-amfs4zay 80 33 . . . cord-340718-amfs4zay 80 34 _SP cord-340718-amfs4zay 81 1 Origins origin NNS cord-340718-amfs4zay 81 2 and and CC cord-340718-amfs4zay 81 3 evolutionary evolutionary JJ cord-340718-amfs4zay 81 4 genomics genomic NNS cord-340718-amfs4zay 81 5 of of IN cord-340718-amfs4zay 81 6 the the DT cord-340718-amfs4zay 81 7 novel novel JJ cord-340718-amfs4zay 81 8 2013 2013 CD cord-340718-amfs4zay 81 9 avian avian JJ cord-340718-amfs4zay 81 10 - - HYPH cord-340718-amfs4zay 81 11 origin origin NN cord-340718-amfs4zay 81 12 H7N9 H7N9 NNP cord-340718-amfs4zay 81 13 influenza influenza NN cord-340718-amfs4zay 81 14 A a DT cord-340718-amfs4zay 81 15 virus virus NN cord-340718-amfs4zay 81 16 in in IN cord-340718-amfs4zay 81 17 China China NNP cord-340718-amfs4zay 81 18 : : : cord-340718-amfs4zay 81 19 Early early JJ cord-340718-amfs4zay 81 20 findings finding NNS cord-340718-amfs4zay 81 21 . . . cord-340718-amfs4zay 82 1 Arxiv Arxiv NNP cord-340718-amfs4zay 82 2 : : : cord-340718-amfs4zay 83 1 1304 1304 NFP cord-340718-amfs4zay 83 2 Global global JJ cord-340718-amfs4zay 83 3 concerns concern NNS cord-340718-amfs4zay 83 4 regarding regard VBG cord-340718-amfs4zay 83 5 novel novel NN cord-340718-amfs4zay 83 6 influenza influenza NN cord-340718-amfs4zay 83 7 a a DT cord-340718-amfs4zay 83 8 ( ( -LRB- cord-340718-amfs4zay 83 9 H7N9 H7N9 NNP cord-340718-amfs4zay 83 10 ) ) -RRB- cord-340718-amfs4zay 83 11 virus virus NN cord-340718-amfs4zay 83 12 infections infection NNS cord-340718-amfs4zay 83 13 Mapping map VBG cord-340718-amfs4zay 83 14 the the DT cord-340718-amfs4zay 83 15 H7N9 H7N9 NNP cord-340718-amfs4zay 83 16 avian avian JJ cord-340718-amfs4zay 83 17 flu flu NN cord-340718-amfs4zay 83 18 outbreaks outbreak NNS cord-340718-amfs4zay 83 19 Predicting predict VBG cord-340718-amfs4zay 83 20 the the DT cord-340718-amfs4zay 83 21 global global JJ cord-340718-amfs4zay 83 22 transmission transmission NN cord-340718-amfs4zay 83 23 potential potential NN cord-340718-amfs4zay 83 24 of of IN cord-340718-amfs4zay 83 25 H7N9 H7N9 NNP cord-340718-amfs4zay 83 26 avian avian JJ cord-340718-amfs4zay 83 27 flu flu NN cord-340718-amfs4zay 84 1 Inferring infer VBG cord-340718-amfs4zay 84 2 the the DT cord-340718-amfs4zay 84 3 potential potential JJ cord-340718-amfs4zay 84 4 risks risk NNS cord-340718-amfs4zay 84 5 of of IN cord-340718-amfs4zay 84 6 H7N9 h7n9 JJ cord-340718-amfs4zay 84 7 infection infection NN cord-340718-amfs4zay 84 8 by by IN cord-340718-amfs4zay 84 9 spatiotemporally spatiotemporally NN cord-340718-amfs4zay 84 10 characterizing characterize VBG cord-340718-amfs4zay 84 11 bird bird NN cord-340718-amfs4zay 84 12 migration migration NN cord-340718-amfs4zay 84 13 and and CC cord-340718-amfs4zay 84 14 poultry poultry NN cord-340718-amfs4zay 84 15 distribution distribution NN cord-340718-amfs4zay 84 16 in in IN cord-340718-amfs4zay 84 17 eastern eastern JJ cord-340718-amfs4zay 84 18 China China NNP cord-340718-amfs4zay 84 19 Mapping Mapping NNP cord-340718-amfs4zay 84 20 spread spread NN cord-340718-amfs4zay 84 21 and and CC cord-340718-amfs4zay 84 22 risk risk NN cord-340718-amfs4zay 84 23 of of IN cord-340718-amfs4zay 84 24 avian avian JJ cord-340718-amfs4zay 84 25 influenza influenza NN cord-340718-amfs4zay 84 26 A a NN cord-340718-amfs4zay 84 27 ( ( -LRB- cord-340718-amfs4zay 84 28 H7N9 H7N9 NNP cord-340718-amfs4zay 84 29 ) ) -RRB- cord-340718-amfs4zay 84 30 in in IN cord-340718-amfs4zay 84 31 China China NNP cord-340718-amfs4zay 84 32 Emerging Emerging NNP cord-340718-amfs4zay 84 33 risk risk NN cord-340718-amfs4zay 84 34 of of IN cord-340718-amfs4zay 84 35 H7N9 H7N9 NNP cord-340718-amfs4zay 84 36 influenza influenza NN cord-340718-amfs4zay 84 37 in in IN cord-340718-amfs4zay 84 38 China China NNP cord-340718-amfs4zay 84 39 Isolation Isolation NNP cord-340718-amfs4zay 84 40 and and CC cord-340718-amfs4zay 84 41 characterization characterization NN cord-340718-amfs4zay 84 42 of of IN cord-340718-amfs4zay 84 43 H7N9 H7N9 NNP cord-340718-amfs4zay 84 44 viruses virus NNS cord-340718-amfs4zay 84 45 from from IN cord-340718-amfs4zay 84 46 live live JJ cord-340718-amfs4zay 84 47 poultry poultry NN cord-340718-amfs4zay 84 48 markets market NNS cord-340718-amfs4zay 84 49 - - : cord-340718-amfs4zay 84 50 Implication implication NN cord-340718-amfs4zay 84 51 of of IN cord-340718-amfs4zay 84 52 the the DT cord-340718-amfs4zay 84 53 source source NN cord-340718-amfs4zay 84 54 of of IN cord-340718-amfs4zay 84 55 current current JJ cord-340718-amfs4zay 84 56 H7N9 H7N9 NNP cord-340718-amfs4zay 84 57 infection infection NN cord-340718-amfs4zay 84 58 in in IN cord-340718-amfs4zay 84 59 humans human NNS cord-340718-amfs4zay 85 1 Ecological ecological JJ cord-340718-amfs4zay 85 2 Niches Niches NNPS cord-340718-amfs4zay 85 3 and and CC cord-340718-amfs4zay 85 4 Geographic Geographic NNP cord-340718-amfs4zay 85 5 Distributions Distributions NNPS cord-340718-amfs4zay 85 6 Ecologic Ecologic NNP cord-340718-amfs4zay 85 7 niche niche NN cord-340718-amfs4zay 85 8 modeling modeling NN cord-340718-amfs4zay 85 9 of of IN cord-340718-amfs4zay 85 10 Blastomyces Blastomyces NNP cord-340718-amfs4zay 85 11 dermatitidis dermatitidis NN cord-340718-amfs4zay 85 12 in in IN cord-340718-amfs4zay 85 13 Wisconsin Wisconsin NNP cord-340718-amfs4zay 85 14 Ecology Ecology NNP cord-340718-amfs4zay 85 15 and and CC cord-340718-amfs4zay 85 16 geography geography NN cord-340718-amfs4zay 85 17 of of IN cord-340718-amfs4zay 85 18 plague plague NN cord-340718-amfs4zay 85 19 transmission transmission NN cord-340718-amfs4zay 85 20 areas area NNS cord-340718-amfs4zay 85 21 in in IN cord-340718-amfs4zay 85 22 northeastern northeastern JJ cord-340718-amfs4zay 85 23 Brazil Brazil NNP cord-340718-amfs4zay 85 24 Continent Continent NNP cord-340718-amfs4zay 85 25 - - HYPH cord-340718-amfs4zay 85 26 wide wide JJ cord-340718-amfs4zay 85 27 association association NN cord-340718-amfs4zay 85 28 of of IN cord-340718-amfs4zay 85 29 H5N1 H5N1 NNP cord-340718-amfs4zay 85 30 outbreaks outbreak NNS cord-340718-amfs4zay 85 31 in in IN cord-340718-amfs4zay 85 32 wild wild JJ cord-340718-amfs4zay 85 33 and and CC cord-340718-amfs4zay 85 34 domestic domestic JJ cord-340718-amfs4zay 85 35 birds bird NNS cord-340718-amfs4zay 85 36 in in IN cord-340718-amfs4zay 85 37 Europe Europe NNP cord-340718-amfs4zay 85 38 Towards towards IN cord-340718-amfs4zay 85 39 an an DT cord-340718-amfs4zay 85 40 integrated integrated JJ cord-340718-amfs4zay 85 41 computational computational JJ cord-340718-amfs4zay 85 42 tool tool NN cord-340718-amfs4zay 85 43 for for IN cord-340718-amfs4zay 85 44 spatial spatial JJ cord-340718-amfs4zay 85 45 analysis analysis NN cord-340718-amfs4zay 85 46 in in IN cord-340718-amfs4zay 85 47 macroecology macroecology NN cord-340718-amfs4zay 85 48 and and CC cord-340718-amfs4zay 85 49 biogeography biogeography NN cord-340718-amfs4zay 85 50 Maximum maximum JJ cord-340718-amfs4zay 85 51 entropy entropy NN cord-340718-amfs4zay 85 52 modeling modeling NN cord-340718-amfs4zay 85 53 of of IN cord-340718-amfs4zay 85 54 species species NN cord-340718-amfs4zay 85 55 geographic geographic JJ cord-340718-amfs4zay 85 56 distributions distribution NNS cord-340718-amfs4zay 85 57 Rethinking rethink VBG cord-340718-amfs4zay 85 58 receiver receiver NN cord-340718-amfs4zay 85 59 operating operate VBG cord-340718-amfs4zay 85 60 characteristic characteristic JJ cord-340718-amfs4zay 85 61 analysis analysis NN cord-340718-amfs4zay 85 62 applications application NNS cord-340718-amfs4zay 85 63 in in IN cord-340718-amfs4zay 85 64 ecological ecological JJ cord-340718-amfs4zay 85 65 niche niche NN cord-340718-amfs4zay 85 66 modelling modelling NN cord-340718-amfs4zay 85 67 Relationship relationship NN cord-340718-amfs4zay 85 68 between between IN cord-340718-amfs4zay 85 69 domestic domestic JJ cord-340718-amfs4zay 85 70 and and CC cord-340718-amfs4zay 85 71 wild wild JJ cord-340718-amfs4zay 85 72 birds bird NNS cord-340718-amfs4zay 85 73 in in IN cord-340718-amfs4zay 85 74 live live JJ cord-340718-amfs4zay 85 75 poultry poultry NN cord-340718-amfs4zay 85 76 market market NN cord-340718-amfs4zay 85 77 and and CC cord-340718-amfs4zay 85 78 a a DT cord-340718-amfs4zay 85 79 novel novel JJ cord-340718-amfs4zay 85 80 human human JJ cord-340718-amfs4zay 85 81 H7N9 H7N9 NNP cord-340718-amfs4zay 85 82 virus virus NN cord-340718-amfs4zay 85 83 in in IN cord-340718-amfs4zay 85 84 China China NNP cord-340718-amfs4zay 85 85 Preferential preferential JJ cord-340718-amfs4zay 85 86 recognition recognition NN cord-340718-amfs4zay 85 87 of of IN cord-340718-amfs4zay 85 88 avian avian JJ cord-340718-amfs4zay 85 89 - - HYPH cord-340718-amfs4zay 85 90 like like JJ cord-340718-amfs4zay 85 91 receptors receptor NNS cord-340718-amfs4zay 85 92 in in IN cord-340718-amfs4zay 85 93 human human JJ cord-340718-amfs4zay 85 94 influenza influenza NN cord-340718-amfs4zay 85 95 A a DT cord-340718-amfs4zay 85 96 H7N9 H7N9 NNP cord-340718-amfs4zay 85 97 viruses virus NNS cord-340718-amfs4zay 85 98 Biogeography biogeography NN cord-340718-amfs4zay 85 99 of of IN cord-340718-amfs4zay 85 100 diseases disease NNS cord-340718-amfs4zay 85 101 : : : cord-340718-amfs4zay 85 102 a a DT cord-340718-amfs4zay 85 103 framework framework NN cord-340718-amfs4zay 85 104 for for IN cord-340718-amfs4zay 85 105 analysis analysis NN cord-340718-amfs4zay 85 106 A a DT cord-340718-amfs4zay 85 107 computer computer NN cord-340718-amfs4zay 85 108 movie movie NN cord-340718-amfs4zay 85 109 simulating simulate VBG cord-340718-amfs4zay 85 110 urban urban JJ cord-340718-amfs4zay 85 111 growth growth NN cord-340718-amfs4zay 85 112 in in IN cord-340718-amfs4zay 85 113 the the DT cord-340718-amfs4zay 85 114 Detroit Detroit NNP cord-340718-amfs4zay 85 115 region region NN cord-340718-amfs4zay 86 1 The the DT cord-340718-amfs4zay 86 2 first first JJ cord-340718-amfs4zay 86 3 law law NN cord-340718-amfs4zay 86 4 of of IN cord-340718-amfs4zay 86 5 geography geography NN cord-340718-amfs4zay 86 6 and and CC cord-340718-amfs4zay 86 7 spatial spatial JJ cord-340718-amfs4zay 86 8 temporal temporal JJ cord-340718-amfs4zay 86 9 proximity proximity NN cord-340718-amfs4zay 86 10 Mapping Mapping NNP cord-340718-amfs4zay 86 11 H5N1 H5N1 NNP cord-340718-amfs4zay 86 12 highly highly RB cord-340718-amfs4zay 86 13 pathogenic pathogenic JJ cord-340718-amfs4zay 86 14 avian avian JJ cord-340718-amfs4zay 86 15 influenza influenza NN cord-340718-amfs4zay 86 16 risk risk NN cord-340718-amfs4zay 86 17 in in IN cord-340718-amfs4zay 86 18 Southeast Southeast NNP cord-340718-amfs4zay 86 19 Asia Asia NNP cord-340718-amfs4zay 86 20 Spatial spatial JJ cord-340718-amfs4zay 86 21 distribution distribution NN cord-340718-amfs4zay 86 22 and and CC cord-340718-amfs4zay 86 23 risk risk NN cord-340718-amfs4zay 86 24 factors factor NNS cord-340718-amfs4zay 86 25 of of IN cord-340718-amfs4zay 86 26 highly highly RB cord-340718-amfs4zay 86 27 pathogenic pathogenic JJ cord-340718-amfs4zay 86 28 avian avian JJ cord-340718-amfs4zay 86 29 influenza influenza NN cord-340718-amfs4zay 86 30 ( ( -LRB- cord-340718-amfs4zay 86 31 HPAI HPAI NNP cord-340718-amfs4zay 86 32 ) ) -RRB- cord-340718-amfs4zay 86 33 H5N1 H5N1 NNP cord-340718-amfs4zay 86 34 in in IN cord-340718-amfs4zay 86 35 China China NNP