id sid tid token lemma pos xd07gq7046g 1 1 this this DET xd07gq7046g 1 2 work work NOUN xd07gq7046g 1 3 presents present VERB xd07gq7046g 1 4 research research NOUN xd07gq7046g 1 5 for for ADP xd07gq7046g 1 6 the the DET xd07gq7046g 1 7 ph.d ph.d PROPN xd07gq7046g 1 8 . . PROPN xd07gq7046g 1 9 degree degree NOUN xd07gq7046g 1 10 in in ADP xd07gq7046g 1 11 computer computer NOUN xd07gq7046g 1 12 science science NOUN xd07gq7046g 1 13 and and CCONJ xd07gq7046g 1 14 engineering engineering NOUN xd07gq7046g 1 15 . . PUNCT xd07gq7046g 2 1 it it PRON xd07gq7046g 2 2 consists consist VERB xd07gq7046g 2 3 four four NUM xd07gq7046g 2 4 distinct distinct ADJ xd07gq7046g 2 5 research research NOUN xd07gq7046g 2 6 parts part NOUN xd07gq7046g 2 7 . . PUNCT xd07gq7046g 3 1 the the DET xd07gq7046g 3 2 first first ADJ xd07gq7046g 3 3 one one NOUN xd07gq7046g 3 4 is be AUX xd07gq7046g 3 5 presented present VERB xd07gq7046g 3 6 as as ADP xd07gq7046g 3 7 a a DET xd07gq7046g 3 8 complete complete ADJ xd07gq7046g 3 9 case case NOUN xd07gq7046g 3 10 study study NOUN xd07gq7046g 3 11 ( ( PUNCT xd07gq7046g 3 12 pgms pgms NOUN xd07gq7046g 3 13 ) ) PUNCT xd07gq7046g 3 14 that that PRON xd07gq7046g 3 15 uses use VERB xd07gq7046g 3 16 geo geo PROPN xd07gq7046g 3 17 - - PUNCT xd07gq7046g 3 18 tagged tag VERB xd07gq7046g 3 19 pdas pda NOUN xd07gq7046g 3 20 to to PART xd07gq7046g 3 21 electronically electronically ADV xd07gq7046g 3 22 collect collect VERB xd07gq7046g 3 23 malaria malaria NOUN xd07gq7046g 3 24 - - PUNCT xd07gq7046g 3 25 related relate VERB xd07gq7046g 3 26 data datum NOUN xd07gq7046g 3 27 in in ADP xd07gq7046g 3 28 the the DET xd07gq7046g 3 29 field field NOUN xd07gq7046g 3 30 . . PUNCT xd07gq7046g 4 1 it it PRON xd07gq7046g 4 2 includes include VERB xd07gq7046g 4 3 two two NUM xd07gq7046g 4 4 major major ADJ xd07gq7046g 4 5 parts part NOUN xd07gq7046g 4 6 : : PUNCT xd07gq7046g 4 7 the the DET xd07gq7046g 4 8 database database NOUN xd07gq7046g 4 9 designed design VERB xd07gq7046g 4 10 for for ADP xd07gq7046g 4 11 subsequent subsequent ADJ xd07gq7046g 4 12 cross cross ADJ xd07gq7046g 4 13 - - ADJ xd07gq7046g 4 14 sectional sectional ADJ xd07gq7046g 4 15 data datum NOUN xd07gq7046g 4 16 analysis analysis NOUN xd07gq7046g 4 17 and and CCONJ xd07gq7046g 4 18 the the DET xd07gq7046g 4 19 programs program NOUN xd07gq7046g 4 20 customized customize VERB xd07gq7046g 4 21 for for ADP xd07gq7046g 4 22 the the DET xd07gq7046g 4 23 six six NUM xd07gq7046g 4 24 study study NOUN xd07gq7046g 4 25 sites site NOUN xd07gq7046g 4 26 . . PUNCT xd07gq7046g 5 1 the the DET xd07gq7046g 5 2 design design NOUN xd07gq7046g 5 3 principles principle NOUN xd07gq7046g 5 4 adopted adopt VERB xd07gq7046g 5 5 in in ADP xd07gq7046g 5 6 pgms pgms NOUN xd07gq7046g 5 7 can can AUX xd07gq7046g 5 8 be be AUX xd07gq7046g 5 9 applicable applicable ADJ xd07gq7046g 5 10 to to ADP xd07gq7046g 5 11 a a DET xd07gq7046g 5 12 wide wide ADJ xd07gq7046g 5 13 variety variety NOUN xd07gq7046g 5 14 of of ADP xd07gq7046g 5 15 data data NOUN xd07gq7046g 5 16 collection collection NOUN xd07gq7046g 5 17 implementations implementation NOUN xd07gq7046g 5 18 . . PUNCT xd07gq7046g 6 1 the the DET xd07gq7046g 6 2 experience experience NOUN xd07gq7046g 6 3 we we PRON xd07gq7046g 6 4 learnt learn VERB xd07gq7046g 6 5 from from ADP xd07gq7046g 6 6 this this DET xd07gq7046g 6 7 case case NOUN xd07gq7046g 6 8 study study NOUN xd07gq7046g 6 9 can can AUX xd07gq7046g 6 10 be be AUX xd07gq7046g 6 11 also also ADV xd07gq7046g 6 12 used use VERB xd07gq7046g 6 13 by by ADP xd07gq7046g 6 14 smart smart ADJ xd07gq7046g 6 15 phone phone NOUN xd07gq7046g 6 16 - - PUNCT xd07gq7046g 6 17 based base VERB xd07gq7046g 6 18 , , PUNCT xd07gq7046g 6 19 tablet tablet NOUN xd07gq7046g 6 20 - - PUNCT xd07gq7046g 6 21 based base VERB xd07gq7046g 6 22 or or CCONJ xd07gq7046g 6 23 netbook netbook NOUN xd07gq7046g 6 24 - - PUNCT xd07gq7046g 6 25 based base VERB xd07gq7046g 6 26 surveys survey NOUN xd07gq7046g 6 27 . . PUNCT xd07gq7046g 7 1 due due ADP xd07gq7046g 7 2 to to ADP xd07gq7046g 7 3 the the DET xd07gq7046g 7 4 anopheles anophele NOUN xd07gq7046g 7 5 gambiae gambiae NOUN xd07gq7046g 7 6 's 's PART xd07gq7046g 7 7 pivotal pivotal ADJ xd07gq7046g 7 8 role role NOUN xd07gq7046g 7 9 in in ADP xd07gq7046g 7 10 malaria malaria NOUN xd07gq7046g 7 11 transmission transmission NOUN xd07gq7046g 7 12 , , PUNCT xd07gq7046g 7 13 modeling model VERB xd07gq7046g 7 14 its its PRON xd07gq7046g 7 15 population population NOUN xd07gq7046g 7 16 dynamics dynamic NOUN xd07gq7046g 7 17 can can AUX xd07gq7046g 7 18 assist assist VERB xd07gq7046g 7 19 in in ADP xd07gq7046g 7 20 finding find VERB xd07gq7046g 7 21 factors factor NOUN xd07gq7046g 7 22 in in ADP xd07gq7046g 7 23 the the DET xd07gq7046g 7 24 mosquito mosquito PROPN xd07gq7046g 7 25 life life NOUN xd07gq7046g 7 26 cycle cycle NOUN xd07gq7046g 7 27 that that PRON xd07gq7046g 7 28 can can AUX xd07gq7046g 7 29 be be AUX xd07gq7046g 7 30 targeted target VERB xd07gq7046g 7 31 to to PART xd07gq7046g 7 32 decrease decrease VERB xd07gq7046g 7 33 malaria malaria ADJ xd07gq7046g 7 34 transmission transmission NOUN xd07gq7046g 7 35 to to ADP xd07gq7046g 7 36 a a DET xd07gq7046g 7 37 lower low ADJ xd07gq7046g 7 38 level level NOUN xd07gq7046g 7 39 . . PUNCT xd07gq7046g 8 1 this this DET xd07gq7046g 8 2 dissertation dissertation NOUN xd07gq7046g 8 3 presents present VERB xd07gq7046g 8 4 an an DET xd07gq7046g 8 5 agent agent NOUN xd07gq7046g 8 6 - - PUNCT xd07gq7046g 8 7 based base VERB xd07gq7046g 8 8 weather weather NOUN xd07gq7046g 8 9 - - PUNCT xd07gq7046g 8 10 aware aware ADJ xd07gq7046g 8 11 entomological entomological ADJ xd07gq7046g 8 12 model model NOUN xd07gq7046g 8 13 of of ADP xd07gq7046g 8 14 the the DET xd07gq7046g 8 15 complete complete ADJ xd07gq7046g 8 16 anopheles anophele NOUN xd07gq7046g 8 17 gambiae gambiae NOUN xd07gq7046g 8 18 mosquito mosquito NOUN xd07gq7046g 8 19 life life NOUN xd07gq7046g 8 20 cycle cycle NOUN xd07gq7046g 8 21 . . PUNCT xd07gq7046g 9 1 the the DET xd07gq7046g 9 2 model model NOUN xd07gq7046g 9 3 tracks track VERB xd07gq7046g 9 4 the the DET xd07gq7046g 9 5 development development NOUN xd07gq7046g 9 6 and and CCONJ xd07gq7046g 9 7 the the DET xd07gq7046g 9 8 mortality mortality NOUN xd07gq7046g 9 9 rates rate NOUN xd07gq7046g 9 10 of of ADP xd07gq7046g 9 11 mosquitoes mosquito NOUN xd07gq7046g 9 12 in in ADP xd07gq7046g 9 13 eight eight NUM xd07gq7046g 9 14 distinct distinct ADJ xd07gq7046g 9 15 life life NOUN xd07gq7046g 9 16 stages stage NOUN xd07gq7046g 9 17 : : PUNCT xd07gq7046g 9 18 egg egg NOUN xd07gq7046g 9 19 , , PUNCT xd07gq7046g 9 20 larva larva PROPN xd07gq7046g 9 21 , , PUNCT xd07gq7046g 9 22 pupa pupa ADJ xd07gq7046g 9 23 , , PUNCT xd07gq7046g 9 24 immatureadult immatureadult NOUN xd07gq7046g 9 25 , , PUNCT xd07gq7046g 9 26 mateseeking mateseeking NOUN xd07gq7046g 9 27 , , PUNCT xd07gq7046g 9 28 bloodmealseeking bloodmealseeking NOUN xd07gq7046g 9 29 , , PUNCT xd07gq7046g 9 30 bloodmealdigesting bloodmealdigeste VERB xd07gq7046g 9 31 , , PUNCT xd07gq7046g 9 32 and and CCONJ xd07gq7046g 9 33 gravid gravid NOUN xd07gq7046g 9 34 . . PUNCT xd07gq7046g 10 1 it it PRON xd07gq7046g 10 2 also also ADV xd07gq7046g 10 3 models model VERB xd07gq7046g 10 4 the the DET xd07gq7046g 10 5 transitions transition NOUN xd07gq7046g 10 6 among among ADP xd07gq7046g 10 7 these these DET xd07gq7046g 10 8 stages stage NOUN xd07gq7046g 10 9 . . PUNCT xd07gq7046g 11 1 we we PRON xd07gq7046g 11 2 also also ADV xd07gq7046g 11 3 explore explore VERB xd07gq7046g 11 4 an an DET xd07gq7046g 11 5 application application NOUN xd07gq7046g 11 6 of of ADP xd07gq7046g 11 7 this this DET xd07gq7046g 11 8 model model NOUN xd07gq7046g 11 9 , , PUNCT xd07gq7046g 11 10 theoretically theoretically ADV xd07gq7046g 11 11 comparing compare VERB xd07gq7046g 11 12 the the DET xd07gq7046g 11 13 effectiveness effectiveness NOUN xd07gq7046g 11 14 of of ADP xd07gq7046g 11 15 various various ADJ xd07gq7046g 11 16 hypothetical hypothetical ADJ xd07gq7046g 11 17 vector vector NOUN xd07gq7046g 11 18 control control NOUN xd07gq7046g 11 19 interventions intervention NOUN xd07gq7046g 11 20 that that PRON xd07gq7046g 11 21 target target VERB xd07gq7046g 11 22 mosquitoes mosquito NOUN xd07gq7046g 11 23 in in ADP xd07gq7046g 11 24 different different ADJ xd07gq7046g 11 25 life life NOUN xd07gq7046g 11 26 stages stage NOUN xd07gq7046g 11 27 and and CCONJ xd07gq7046g 11 28 mosquitoes mosquito NOUN xd07gq7046g 11 29 having have VERB xd07gq7046g 11 30 different different ADJ xd07gq7046g 11 31 mosquito mosquito NOUN xd07gq7046g 11 32 biological biological ADJ xd07gq7046g 11 33 behavior behavior NOUN xd07gq7046g 11 34 applied apply VERB xd07gq7046g 11 35 separately separately ADV xd07gq7046g 11 36 and and CCONJ xd07gq7046g 11 37 jointly jointly ADV xd07gq7046g 11 38 on on ADP xd07gq7046g 11 39 the the DET xd07gq7046g 11 40 reduction reduction NOUN xd07gq7046g 11 41 of of ADP xd07gq7046g 11 42 mosquito mosquito PROPN xd07gq7046g 11 43 abundance abundance NOUN xd07gq7046g 11 44 and and CCONJ xd07gq7046g 11 45 malaria malaria PROPN xd07gq7046g 11 46 transmission transmission NOUN xd07gq7046g 11 47 capacity capacity NOUN xd07gq7046g 11 48 of of ADP xd07gq7046g 11 49 a a DET xd07gq7046g 11 50 mosquito mosquito ADJ xd07gq7046g 11 51 population population NOUN xd07gq7046g 11 52 . . PUNCT xd07gq7046g 12 1 the the DET xd07gq7046g 12 2 emergence emergence NOUN xd07gq7046g 12 3 and and CCONJ xd07gq7046g 12 4 prevalence prevalence NOUN xd07gq7046g 12 5 of of ADP xd07gq7046g 12 6 insecticide insecticide PROPN xd07gq7046g 12 7 resistance resistance NOUN xd07gq7046g 12 8 in in ADP xd07gq7046g 12 9 mosquitoes mosquito NOUN xd07gq7046g 12 10 greatly greatly ADV xd07gq7046g 12 11 undermines undermine VERB xd07gq7046g 12 12 the the DET xd07gq7046g 12 13 effectiveness effectiveness NOUN xd07gq7046g 12 14 and and CCONJ xd07gq7046g 12 15 sustainability sustainability NOUN xd07gq7046g 12 16 of of ADP xd07gq7046g 12 17 vector vector NOUN xd07gq7046g 12 18 control control NOUN xd07gq7046g 12 19 measures measure NOUN xd07gq7046g 12 20 such such ADJ xd07gq7046g 12 21 as as ADP xd07gq7046g 12 22 long long ADV xd07gq7046g 12 23 - - PUNCT xd07gq7046g 12 24 lasting last VERB xd07gq7046g 12 25 insecticidal insecticidal NOUN xd07gq7046g 12 26 nets net NOUN xd07gq7046g 12 27 ( ( PUNCT xd07gq7046g 12 28 llins llins PROPN xd07gq7046g 12 29 ) ) PUNCT xd07gq7046g 12 30 and and CCONJ xd07gq7046g 12 31 indoor indoor ADJ xd07gq7046g 12 32 residual residual ADJ xd07gq7046g 12 33 spraying spraying NOUN xd07gq7046g 12 34 ( ( PUNCT xd07gq7046g 12 35 irs irs PROPN xd07gq7046g 12 36 ) ) PUNCT xd07gq7046g 12 37 that that PRON xd07gq7046g 12 38 use use VERB xd07gq7046g 12 39 insecticides insecticide NOUN xd07gq7046g 12 40 . . PUNCT xd07gq7046g 13 1 read read VERB xd07gq7046g 13 2 et et PROPN xd07gq7046g 13 3 al al PROPN xd07gq7046g 13 4 . . PUNCT xd07gq7046g 13 5 proposed propose VERB xd07gq7046g 13 6 hypothetical hypothetical ADJ xd07gq7046g 13 7 evolution evolution NOUN xd07gq7046g 13 8 - - PUNCT xd07gq7046g 13 9 proof proof ADJ xd07gq7046g 13 10 late late ADJ xd07gq7046g 13 11 - - PUNCT xd07gq7046g 13 12 life life NOUN xd07gq7046g 13 13 - - PUNCT xd07gq7046g 13 14 acting act VERB xd07gq7046g 13 15 ( ( PUNCT xd07gq7046g 13 16 lla lla NOUN xd07gq7046g 13 17 ) ) PUNCT xd07gq7046g 13 18 insecticidal insecticidal NOUN xd07gq7046g 13 19 strategies strategy NOUN xd07gq7046g 13 20 to to PART xd07gq7046g 13 21 deal deal VERB xd07gq7046g 13 22 with with ADP xd07gq7046g 13 23 mosquito mosquito PROPN xd07gq7046g 13 24 insecticide insecticide PROPN xd07gq7046g 13 25 resistance resistance NOUN xd07gq7046g 13 26 , , PUNCT xd07gq7046g 13 27 and and CCONJ xd07gq7046g 13 28 found find VERB xd07gq7046g 13 29 that that SCONJ xd07gq7046g 13 30 llas lla NOUN xd07gq7046g 13 31 could could AUX xd07gq7046g 13 32 provide provide VERB xd07gq7046g 13 33 more more ADV xd07gq7046g 13 34 effective effective ADJ xd07gq7046g 13 35 malaria malaria NOUN xd07gq7046g 13 36 control control NOUN xd07gq7046g 13 37 while while SCONJ xd07gq7046g 13 38 more more ADV xd07gq7046g 13 39 weakly weakly ADJ xd07gq7046g 13 40 resistance resistance NOUN xd07gq7046g 13 41 evolution evolution NOUN xd07gq7046g 13 42 in in ADP xd07gq7046g 13 43 a a DET xd07gq7046g 13 44 mosquito mosquito ADJ xd07gq7046g 13 45 population population NOUN xd07gq7046g 13 46 than than ADP xd07gq7046g 13 47 the the DET xd07gq7046g 13 48 current current ADJ xd07gq7046g 13 49 insecticides insecticide NOUN xd07gq7046g 13 50 approved approve VERB xd07gq7046g 13 51 for for ADP xd07gq7046g 13 52 llins llins PROPN xd07gq7046g 13 53 and and CCONJ xd07gq7046g 13 54 irs irs PROPN xd07gq7046g 13 55 . . PUNCT xd07gq7046g 14 1 this this DET xd07gq7046g 14 2 dissertation dissertation NOUN xd07gq7046g 14 3 proposes propose VERB xd07gq7046g 14 4 another another DET xd07gq7046g 14 5 application application NOUN xd07gq7046g 14 6 of of ADP xd07gq7046g 14 7 the the DET xd07gq7046g 14 8 above above ADJ xd07gq7046g 14 9 model model NOUN xd07gq7046g 14 10 that that PRON xd07gq7046g 14 11 evaluates evaluate VERB xd07gq7046g 14 12 the the DET xd07gq7046g 14 13 late late ADJ xd07gq7046g 14 14 - - PUNCT xd07gq7046g 14 15 life life NOUN xd07gq7046g 14 16 - - PUNCT xd07gq7046g 14 17 acting act VERB xd07gq7046g 14 18 insecticides insecticide NOUN xd07gq7046g 14 19 and and CCONJ xd07gq7046g 14 20 instant instant NOUN xd07gq7046g 14 21 - - PUNCT xd07gq7046g 14 22 acting act VERB xd07gq7046g 14 23 insecticides insecticide NOUN xd07gq7046g 14 24 in in ADP xd07gq7046g 14 25 terms term NOUN xd07gq7046g 14 26 of of ADP xd07gq7046g 14 27 malaria malaria NOUN xd07gq7046g 14 28 control control NOUN xd07gq7046g 14 29 and and CCONJ xd07gq7046g 14 30 evolution evolution NOUN xd07gq7046g 14 31 - - PUNCT xd07gq7046g 14 32 proof proof NOUN xd07gq7046g 14 33 of of ADP xd07gq7046g 14 34 insecticide insecticide NOUN xd07gq7046g 14 35 resistance resistance NOUN xd07gq7046g 14 36 . . PUNCT xd07gq7046g 15 1 we we PRON xd07gq7046g 15 2 come come VERB xd07gq7046g 15 3 to to ADP xd07gq7046g 15 4 the the DET xd07gq7046g 15 5 similar similar ADJ xd07gq7046g 15 6 conclusions conclusion NOUN xd07gq7046g 15 7 presented present VERB xd07gq7046g 15 8 by by ADP xd07gq7046g 15 9 read read NOUN xd07gq7046g 15 10 . . PUNCT xd07gq7046g 16 1 and and CCONJ xd07gq7046g 16 2 we we PRON xd07gq7046g 16 3 also also ADV xd07gq7046g 16 4 relaxed relax VERB xd07gq7046g 16 5 read read NOUN xd07gq7046g 16 6 's 's PART xd07gq7046g 16 7 strict strict ADJ xd07gq7046g 16 8 - - PUNCT xd07gq7046g 16 9 timing time VERB xd07gq7046g 16 10 working working NOUN xd07gq7046g 16 11 pattern pattern NOUN xd07gq7046g 16 12 of of ADP xd07gq7046g 16 13 llas llas NOUN xd07gq7046g 16 14 by by ADP xd07gq7046g 16 15 allowing allow VERB xd07gq7046g 16 16 a a DET xd07gq7046g 16 17 lla lla NOUN xd07gq7046g 16 18 insecticide insecticide NOUN xd07gq7046g 16 19 to to PART xd07gq7046g 16 20 target target VERB xd07gq7046g 16 21 the the DET xd07gq7046g 16 22 mosquitoes mosquito NOUN xd07gq7046g 16 23 in in ADP xd07gq7046g 16 24 much much ADV xd07gq7046g 16 25 more more ADV xd07gq7046g 16 26 wide wide ADJ xd07gq7046g 16 27 age age NOUN xd07gq7046g 16 28 range range NOUN xd07gq7046g 16 29 . . PUNCT xd07gq7046g 17 1 our our PRON xd07gq7046g 17 2 simulation simulation NOUN xd07gq7046g 17 3 results result VERB xd07gq7046g 17 4 show show VERB xd07gq7046g 17 5 although although SCONJ xd07gq7046g 17 6 the the DET xd07gq7046g 17 7 relaxed relaxed ADJ xd07gq7046g 17 8 - - PUNCT xd07gq7046g 17 9 timing time VERB xd07gq7046g 17 10 llas lla NOUN xd07gq7046g 17 11 ' ' PART xd07gq7046g 17 12 performance performance NOUN xd07gq7046g 17 13 of of ADP xd07gq7046g 17 14 controlling control VERB xd07gq7046g 17 15 mosquitoes mosquito NOUN xd07gq7046g 17 16 and and CCONJ xd07gq7046g 17 17 malaria malaria NOUN xd07gq7046g 17 18 transmission transmission NOUN xd07gq7046g 17 19 is be AUX xd07gq7046g 17 20 less less ADV xd07gq7046g 17 21 effectively effectively ADV xd07gq7046g 17 22 than than ADP xd07gq7046g 17 23 the the DET xd07gq7046g 17 24 strict strict ADJ xd07gq7046g 17 25 - - PUNCT xd07gq7046g 17 26 timing time VERB xd07gq7046g 17 27 llas lla NOUN xd07gq7046g 17 28 , , PUNCT xd07gq7046g 17 29 they they PRON xd07gq7046g 17 30 still still ADV xd07gq7046g 17 31 work work VERB xd07gq7046g 17 32 more more ADV xd07gq7046g 17 33 efficiently efficiently ADV xd07gq7046g 17 34 than than ADP xd07gq7046g 17 35 the the DET xd07gq7046g 17 36 traditional traditional ADJ xd07gq7046g 17 37 instant instant ADJ xd07gq7046g 17 38 insecticides insecticide NOUN xd07gq7046g 17 39 . . PUNCT