id sid tid token lemma pos pg15bc40k5d 1 1 the the DET pg15bc40k5d 1 2 monumental monumental ADJ pg15bc40k5d 1 3 cost cost NOUN pg15bc40k5d 1 4 of of ADP pg15bc40k5d 1 5 health health NOUN pg15bc40k5d 1 6 care care NOUN pg15bc40k5d 1 7 , , PUNCT pg15bc40k5d 1 8 especially especially ADV pg15bc40k5d 1 9 for for ADP pg15bc40k5d 1 10 chronic chronic ADJ pg15bc40k5d 1 11 disease disease NOUN pg15bc40k5d 1 12 treatment treatment NOUN pg15bc40k5d 1 13 , , PUNCT pg15bc40k5d 1 14 is be AUX pg15bc40k5d 1 15 quickly quickly ADV pg15bc40k5d 1 16 becoming become VERB pg15bc40k5d 1 17 unmanageable unmanageable ADJ pg15bc40k5d 1 18 . . PUNCT pg15bc40k5d 2 1 this this DET pg15bc40k5d 2 2 crisis crisis NOUN pg15bc40k5d 2 3 has have AUX pg15bc40k5d 2 4 motivated motivate VERB pg15bc40k5d 2 5 the the DET pg15bc40k5d 2 6 drive drive NOUN pg15bc40k5d 2 7 towards towards ADP pg15bc40k5d 2 8 preventative preventative ADJ pg15bc40k5d 2 9 medicine medicine NOUN pg15bc40k5d 2 10 , , PUNCT pg15bc40k5d 2 11 where where SCONJ pg15bc40k5d 2 12 the the DET pg15bc40k5d 2 13 primary primary ADJ pg15bc40k5d 2 14 concern concern NOUN pg15bc40k5d 2 15 is be AUX pg15bc40k5d 2 16 recognizing recognize VERB pg15bc40k5d 2 17 disease disease NOUN pg15bc40k5d 2 18 risk risk NOUN pg15bc40k5d 2 19 and and CCONJ pg15bc40k5d 2 20 taking take VERB pg15bc40k5d 2 21 action action NOUN pg15bc40k5d 2 22 at at ADP pg15bc40k5d 2 23 the the DET pg15bc40k5d 2 24 earliest early ADJ pg15bc40k5d 2 25 signs sign NOUN pg15bc40k5d 2 26 . . PUNCT pg15bc40k5d 3 1 however however ADV pg15bc40k5d 3 2 , , PUNCT pg15bc40k5d 3 3 universal universal ADJ pg15bc40k5d 3 4 testing testing NOUN pg15bc40k5d 3 5 is be AUX pg15bc40k5d 3 6 neither neither PRON pg15bc40k5d 3 7 time time NOUN pg15bc40k5d 3 8 nor nor CCONJ pg15bc40k5d 3 9 cost cost VERB pg15bc40k5d 3 10 efficient efficient ADJ pg15bc40k5d 3 11 . . PUNCT pg15bc40k5d 4 1 we we PRON pg15bc40k5d 4 2 propose propose VERB pg15bc40k5d 4 3 care care NOUN pg15bc40k5d 4 4 , , PUNCT pg15bc40k5d 4 5 a a DET pg15bc40k5d 4 6 collaborative collaborative ADJ pg15bc40k5d 4 7 assessment assessment NOUN pg15bc40k5d 4 8 and and CCONJ pg15bc40k5d 4 9 recommendation recommendation NOUN pg15bc40k5d 4 10 engine engine NOUN pg15bc40k5d 4 11 , , PUNCT pg15bc40k5d 4 12 which which PRON pg15bc40k5d 4 13 relies rely VERB pg15bc40k5d 4 14 only only ADV pg15bc40k5d 4 15 on on ADP pg15bc40k5d 4 16 a a DET pg15bc40k5d 4 17 patient patient NOUN pg15bc40k5d 4 18 's 's PART pg15bc40k5d 4 19 medical medical ADJ pg15bc40k5d 4 20 history history NOUN pg15bc40k5d 4 21 using use VERB pg15bc40k5d 4 22 icd-9 icd-9 ADP pg15bc40k5d 4 23 - - PUNCT pg15bc40k5d 4 24 cm cm NOUN pg15bc40k5d 4 25 codes code NOUN pg15bc40k5d 4 26 in in ADP pg15bc40k5d 4 27 order order NOUN pg15bc40k5d 4 28 to to PART pg15bc40k5d 4 29 predict predict VERB pg15bc40k5d 4 30 future future ADJ pg15bc40k5d 4 31 diseases disease NOUN pg15bc40k5d 4 32 risks risk NOUN pg15bc40k5d 4 33 . . PUNCT pg15bc40k5d 5 1 care care NOUN pg15bc40k5d 5 2 combines combine VERB pg15bc40k5d 5 3 collaborative collaborative ADJ pg15bc40k5d 5 4 filtering filter VERB pg15bc40k5d 5 5 methods method NOUN pg15bc40k5d 5 6 with with ADP pg15bc40k5d 5 7 clustering clustering NOUN pg15bc40k5d 5 8 to to PART pg15bc40k5d 5 9 predict predict VERB pg15bc40k5d 5 10 each each DET pg15bc40k5d 5 11 patient patient NOUN pg15bc40k5d 5 12 's 's PART pg15bc40k5d 5 13 greatest great ADJ pg15bc40k5d 5 14 disease disease NOUN pg15bc40k5d 5 15 risks risk NOUN pg15bc40k5d 5 16 based base VERB pg15bc40k5d 5 17 on on ADP pg15bc40k5d 5 18 their their PRON pg15bc40k5d 5 19 own own ADJ pg15bc40k5d 5 20 medical medical ADJ pg15bc40k5d 5 21 history history NOUN pg15bc40k5d 5 22 and and CCONJ pg15bc40k5d 5 23 that that PRON pg15bc40k5d 5 24 of of ADP pg15bc40k5d 5 25 similar similar ADJ pg15bc40k5d 5 26 patients patient NOUN pg15bc40k5d 5 27 . . PUNCT pg15bc40k5d 6 1 we we PRON pg15bc40k5d 6 2 also also ADV pg15bc40k5d 6 3 describe describe VERB pg15bc40k5d 6 4 an an DET pg15bc40k5d 6 5 iterative iterative ADJ pg15bc40k5d 6 6 version version NOUN pg15bc40k5d 6 7 , , PUNCT pg15bc40k5d 6 8 icare icare NOUN pg15bc40k5d 6 9 , , PUNCT pg15bc40k5d 6 10 which which PRON pg15bc40k5d 6 11 incorporates incorporate VERB pg15bc40k5d 6 12 ensemble ensemble ADJ pg15bc40k5d 6 13 concepts concept NOUN pg15bc40k5d 6 14 for for ADP pg15bc40k5d 6 15 improved improved ADJ pg15bc40k5d 6 16 performance performance NOUN pg15bc40k5d 6 17 . . PUNCT pg15bc40k5d 7 1 these these DET pg15bc40k5d 7 2 novel novel NOUN pg15bc40k5d 7 3 systems system NOUN pg15bc40k5d 7 4 require require VERB pg15bc40k5d 7 5 no no DET pg15bc40k5d 7 6 specialized specialized ADJ pg15bc40k5d 7 7 information information NOUN pg15bc40k5d 7 8 and and CCONJ pg15bc40k5d 7 9 provide provide VERB pg15bc40k5d 7 10 predictions prediction NOUN pg15bc40k5d 7 11 for for ADP pg15bc40k5d 7 12 medical medical ADJ pg15bc40k5d 7 13 conditions condition NOUN pg15bc40k5d 7 14 of of ADP pg15bc40k5d 7 15 all all DET pg15bc40k5d 7 16 kinds kind NOUN pg15bc40k5d 7 17 in in ADP pg15bc40k5d 7 18 a a DET pg15bc40k5d 7 19 single single ADJ pg15bc40k5d 7 20 run run NOUN pg15bc40k5d 7 21 . . PUNCT pg15bc40k5d 8 1 we we PRON pg15bc40k5d 8 2 present present VERB pg15bc40k5d 8 3 experimental experimental ADJ pg15bc40k5d 8 4 results result NOUN pg15bc40k5d 8 5 on on ADP pg15bc40k5d 8 6 a a DET pg15bc40k5d 8 7 large large ADJ pg15bc40k5d 8 8 medicare medicare PROPN pg15bc40k5d 8 9 dataset dataset NOUN pg15bc40k5d 8 10 , , PUNCT pg15bc40k5d 8 11 demonstrating demonstrate VERB pg15bc40k5d 8 12 that that SCONJ pg15bc40k5d 8 13 care care NOUN pg15bc40k5d 8 14 and and CCONJ pg15bc40k5d 8 15 icare icare NOUN pg15bc40k5d 8 16 perform perform VERB pg15bc40k5d 8 17 well well ADV pg15bc40k5d 8 18 at at ADP pg15bc40k5d 8 19 capturing capture VERB pg15bc40k5d 8 20 future future ADJ pg15bc40k5d 8 21 disease disease NOUN pg15bc40k5d 8 22 risks risk NOUN pg15bc40k5d 8 23 . . PUNCT