id sid tid token lemma pos 0c483j35z8n 1 1 speech speech NOUN 0c483j35z8n 1 2 production production NOUN 0c483j35z8n 1 3 is be AUX 0c483j35z8n 1 4 a a DET 0c483j35z8n 1 5 very very ADV 0c483j35z8n 1 6 complex complex ADJ 0c483j35z8n 1 7 process process NOUN 0c483j35z8n 1 8 , , PUNCT 0c483j35z8n 1 9 involving involve VERB 0c483j35z8n 1 10 the the DET 0c483j35z8n 1 11 coordinated coordinated ADJ 0c483j35z8n 1 12 involvement involvement NOUN 0c483j35z8n 1 13 of of ADP 0c483j35z8n 1 14 several several ADJ 0c483j35z8n 1 15 parts part NOUN 0c483j35z8n 1 16 of of ADP 0c483j35z8n 1 17 the the DET 0c483j35z8n 1 18 brain brain NOUN 0c483j35z8n 1 19 , , PUNCT 0c483j35z8n 1 20 along along ADP 0c483j35z8n 1 21 with with ADP 0c483j35z8n 1 22 the the DET 0c483j35z8n 1 23 proper proper ADJ 0c483j35z8n 1 24 activation activation NOUN 0c483j35z8n 1 25 of of ADP 0c483j35z8n 1 26 around around ADV 0c483j35z8n 1 27 a a DET 0c483j35z8n 1 28 hundred hundred NUM 0c483j35z8n 1 29 muscles muscle NOUN 0c483j35z8n 1 30 . . PUNCT 0c483j35z8n 2 1 connected connect VERB 0c483j35z8n 2 2 as as SCONJ 0c483j35z8n 2 3 it it PRON 0c483j35z8n 2 4 is be AUX 0c483j35z8n 2 5 to to ADP 0c483j35z8n 2 6 many many ADJ 0c483j35z8n 2 7 components component NOUN 0c483j35z8n 2 8 of of ADP 0c483j35z8n 2 9 the the DET 0c483j35z8n 2 10 neuromuscular neuromuscular ADJ 0c483j35z8n 2 11 system system NOUN 0c483j35z8n 2 12 , , PUNCT 0c483j35z8n 2 13 it it PRON 0c483j35z8n 2 14 has have AUX 0c483j35z8n 2 15 been be AUX 0c483j35z8n 2 16 shown show VERB 0c483j35z8n 2 17 to to PART 0c483j35z8n 2 18 be be AUX 0c483j35z8n 2 19 impacted impact VERB 0c483j35z8n 2 20 in in ADP 0c483j35z8n 2 21 different different ADJ 0c483j35z8n 2 22 ways way NOUN 0c483j35z8n 2 23 by by ADP 0c483j35z8n 2 24 several several ADJ 0c483j35z8n 2 25 types type NOUN 0c483j35z8n 2 26 of of ADP 0c483j35z8n 2 27 neurological neurological ADJ 0c483j35z8n 2 28 conditions condition NOUN 0c483j35z8n 2 29 . . PUNCT 0c483j35z8n 3 1 if if SCONJ 0c483j35z8n 3 2 their their PRON 0c483j35z8n 3 3 impacts impact NOUN 0c483j35z8n 3 4 on on ADP 0c483j35z8n 3 5 speech speech NOUN 0c483j35z8n 3 6 have have AUX 0c483j35z8n 3 7 been be AUX 0c483j35z8n 3 8 demonstrated demonstrate VERB 0c483j35z8n 3 9 by by ADP 0c483j35z8n 3 10 previous previous ADJ 0c483j35z8n 3 11 works work NOUN 0c483j35z8n 3 12 , , PUNCT 0c483j35z8n 3 13 their their PRON 0c483j35z8n 3 14 exact exact ADJ 0c483j35z8n 3 15 nature nature NOUN 0c483j35z8n 3 16 is be AUX 0c483j35z8n 3 17 still still ADV 0c483j35z8n 3 18 not not PART 0c483j35z8n 3 19 entirely entirely ADV 0c483j35z8n 3 20 well well ADV 0c483j35z8n 3 21 defined define VERB 0c483j35z8n 3 22 . . PUNCT 0c483j35z8n 4 1 furthermore furthermore ADV 0c483j35z8n 4 2 , , PUNCT 0c483j35z8n 4 3 the the DET 0c483j35z8n 4 4 ability ability NOUN 0c483j35z8n 4 5 to to PART 0c483j35z8n 4 6 utilize utilize VERB 0c483j35z8n 4 7 the the DET 0c483j35z8n 4 8 specific specific ADJ 0c483j35z8n 4 9 changes change NOUN 0c483j35z8n 4 10 certain certain ADJ 0c483j35z8n 4 11 conditions condition NOUN 0c483j35z8n 4 12 induce induce VERB 0c483j35z8n 4 13 on on ADP 0c483j35z8n 4 14 speech speech NOUN 0c483j35z8n 4 15 to to PART 0c483j35z8n 4 16 be be AUX 0c483j35z8n 4 17 able able ADJ 0c483j35z8n 4 18 to to PART 0c483j35z8n 4 19 detect detect VERB 0c483j35z8n 4 20 or or CCONJ 0c483j35z8n 4 21 monitor monitor VERB 0c483j35z8n 4 22 these these DET 0c483j35z8n 4 23 conditions condition NOUN 0c483j35z8n 4 24 has have VERB 0c483j35z8n 4 25 yet yet ADV 0c483j35z8n 4 26 to to PART 0c483j35z8n 4 27 be be AUX 0c483j35z8n 4 28 implemented implement VERB 0c483j35z8n 4 29 on on ADP 0c483j35z8n 4 30 a a DET 0c483j35z8n 4 31 wide wide ADJ 0c483j35z8n 4 32 scale scale NOUN 0c483j35z8n 4 33 . . PUNCT 0c483j35z8n 5 1 such such DET 0c483j35z8n 5 2 a a DET 0c483j35z8n 5 3 solution solution NOUN 0c483j35z8n 5 4 would would AUX 0c483j35z8n 5 5 consist consist VERB 0c483j35z8n 5 6 of of ADP 0c483j35z8n 5 7 a a DET 0c483j35z8n 5 8 protocol protocol NOUN 0c483j35z8n 5 9 to to PART 0c483j35z8n 5 10 define define VERB 0c483j35z8n 5 11 the the DET 0c483j35z8n 5 12 speech speech NOUN 0c483j35z8n 5 13 samples sample NOUN 0c483j35z8n 5 14 to to PART 0c483j35z8n 5 15 collect collect VERB 0c483j35z8n 5 16 , , PUNCT 0c483j35z8n 5 17 an an DET 0c483j35z8n 5 18 apparatus apparatus NOUN 0c483j35z8n 5 19 to to PART 0c483j35z8n 5 20 allow allow VERB 0c483j35z8n 5 21 this this DET 0c483j35z8n 5 22 capture capture NOUN 0c483j35z8n 5 23 , , PUNCT 0c483j35z8n 5 24 a a DET 0c483j35z8n 5 25 system system NOUN 0c483j35z8n 5 26 to to PART 0c483j35z8n 5 27 extract extract VERB 0c483j35z8n 5 28 speech speech NOUN 0c483j35z8n 5 29 features feature NOUN 0c483j35z8n 5 30 from from ADP 0c483j35z8n 5 31 the the DET 0c483j35z8n 5 32 samples sample NOUN 0c483j35z8n 5 33 , , PUNCT 0c483j35z8n 5 34 and and CCONJ 0c483j35z8n 5 35 finally finally ADV 0c483j35z8n 5 36 , , PUNCT 0c483j35z8n 5 37 using use VERB 0c483j35z8n 5 38 these these DET 0c483j35z8n 5 39 features feature NOUN 0c483j35z8n 5 40 , , PUNCT 0c483j35z8n 5 41 a a DET 0c483j35z8n 5 42 method method NOUN 0c483j35z8n 5 43 to to PART 0c483j35z8n 5 44 classify classify VERB 0c483j35z8n 5 45 the the DET 0c483j35z8n 5 46 different different ADJ 0c483j35z8n 5 47 samples sample NOUN 0c483j35z8n 5 48 by by ADP 0c483j35z8n 5 49 condition.in condition.in NUM 0c483j35z8n 5 50 this this DET 0c483j35z8n 5 51 work work NOUN 0c483j35z8n 5 52 , , PUNCT 0c483j35z8n 5 53 we we PRON 0c483j35z8n 5 54 present present VERB 0c483j35z8n 5 55 two two NUM 0c483j35z8n 5 56 different different ADJ 0c483j35z8n 5 57 approaches approach NOUN 0c483j35z8n 5 58 , , PUNCT 0c483j35z8n 5 59 one one NUM 0c483j35z8n 5 60 to to PART 0c483j35z8n 5 61 detect detect VERB 0c483j35z8n 5 62 mild mild ADJ 0c483j35z8n 5 63 traumatic traumatic ADJ 0c483j35z8n 5 64 brain brain NOUN 0c483j35z8n 5 65 injuries injury NOUN 0c483j35z8n 5 66 ( ( PUNCT 0c483j35z8n 5 67 mtbi mtbi PROPN 0c483j35z8n 5 68 ) ) PUNCT 0c483j35z8n 5 69 , , PUNCT 0c483j35z8n 5 70 and and CCONJ 0c483j35z8n 5 71 another another PRON 0c483j35z8n 5 72 to to PART 0c483j35z8n 5 73 detect detect VERB 0c483j35z8n 5 74 two two NUM 0c483j35z8n 5 75 neurodegenerative neurodegenerative ADJ 0c483j35z8n 5 76 conditions condition NOUN 0c483j35z8n 5 77 : : PUNCT 0c483j35z8n 5 78 amyotrophic amyotrophic ADJ 0c483j35z8n 5 79 lateral lateral ADJ 0c483j35z8n 5 80 sclerosis sclerosis NOUN 0c483j35z8n 5 81 ( ( PUNCT 0c483j35z8n 5 82 als al NOUN 0c483j35z8n 5 83 ) ) PUNCT 0c483j35z8n 5 84 , , PUNCT 0c483j35z8n 5 85 and and CCONJ 0c483j35z8n 5 86 parkinson parkinson PROPN 0c483j35z8n 5 87 's 's PART 0c483j35z8n 5 88 . . PUNCT 0c483j35z8n 6 1 similar similar ADJ 0c483j35z8n 6 2 underlying underlie VERB 0c483j35z8n 6 3 principles principle NOUN 0c483j35z8n 6 4 are be AUX 0c483j35z8n 6 5 behind behind ADP 0c483j35z8n 6 6 both both DET 0c483j35z8n 6 7 approaches approach NOUN 0c483j35z8n 6 8 , , PUNCT 0c483j35z8n 6 9 with with ADP 0c483j35z8n 6 10 one one NUM 0c483j35z8n 6 11 building building NOUN 0c483j35z8n 6 12 upon upon SCONJ 0c483j35z8n 6 13 the the DET 0c483j35z8n 6 14 other other ADJ 0c483j35z8n 6 15 . . PUNCT 0c483j35z8n 7 1 these these DET 0c483j35z8n 7 2 approaches approach NOUN 0c483j35z8n 7 3 strive strive VERB 0c483j35z8n 7 4 to to PART 0c483j35z8n 7 5 be be AUX 0c483j35z8n 7 6 portable portable ADJ 0c483j35z8n 7 7 and and CCONJ 0c483j35z8n 7 8 accurate accurate ADJ 0c483j35z8n 7 9 and and CCONJ 0c483j35z8n 7 10 to to PART 0c483j35z8n 7 11 rely rely VERB 0c483j35z8n 7 12 upon upon SCONJ 0c483j35z8n 7 13 well well ADV 0c483j35z8n 7 14 researched research VERB 0c483j35z8n 7 15 speech speech NOUN 0c483j35z8n 7 16 sampling sampling NOUN 0c483j35z8n 7 17 methods method NOUN 0c483j35z8n 7 18 and and CCONJ 0c483j35z8n 7 19 large large ADJ 0c483j35z8n 7 20 data datum NOUN 0c483j35z8n 7 21 collection collection NOUN 0c483j35z8n 7 22 efforts.a efforts.a NOUN 0c483j35z8n 7 23 series series NOUN 0c483j35z8n 7 24 of of ADP 0c483j35z8n 7 25 tests test NOUN 0c483j35z8n 7 26 , , PUNCT 0c483j35z8n 7 27 whose whose DET 0c483j35z8n 7 28 designs design NOUN 0c483j35z8n 7 29 are be AUX 0c483j35z8n 7 30 informed inform VERB 0c483j35z8n 7 31 by by ADP 0c483j35z8n 7 32 speech speech NOUN 0c483j35z8n 7 33 language language NOUN 0c483j35z8n 7 34 pathology pathology NOUN 0c483j35z8n 7 35 research research NOUN 0c483j35z8n 7 36 , , PUNCT 0c483j35z8n 7 37 is be AUX 0c483j35z8n 7 38 presented present VERB 0c483j35z8n 7 39 to to PART 0c483j35z8n 7 40 collect collect VERB 0c483j35z8n 7 41 feature feature NOUN 0c483j35z8n 7 42 - - PUNCT 0c483j35z8n 7 43 rich rich ADJ 0c483j35z8n 7 44 speech speech NOUN 0c483j35z8n 7 45 samples sample NOUN 0c483j35z8n 7 46 . . PUNCT 0c483j35z8n 8 1 in in ADP 0c483j35z8n 8 2 order order NOUN 0c483j35z8n 8 3 to to PART 0c483j35z8n 8 4 be be AUX 0c483j35z8n 8 5 portable portable ADJ 0c483j35z8n 8 6 , , PUNCT 0c483j35z8n 8 7 a a DET 0c483j35z8n 8 8 mobile mobile ADJ 0c483j35z8n 8 9 application application NOUN 0c483j35z8n 8 10 is be AUX 0c483j35z8n 8 11 also also ADV 0c483j35z8n 8 12 created create VERB 0c483j35z8n 8 13 to to PART 0c483j35z8n 8 14 facilitate facilitate VERB 0c483j35z8n 8 15 the the DET 0c483j35z8n 8 16 collection collection NOUN 0c483j35z8n 8 17 of of ADP 0c483j35z8n 8 18 speech speech NOUN 0c483j35z8n 8 19 samples sample NOUN 0c483j35z8n 8 20 and and CCONJ 0c483j35z8n 8 21 associated associated ADJ 0c483j35z8n 8 22 metadata metadata NOUN 0c483j35z8n 8 23 from from ADP 0c483j35z8n 8 24 over over ADP 0c483j35z8n 8 25 2,500 2,500 NUM 0c483j35z8n 8 26 student student NOUN 0c483j35z8n 8 27 athletes athlete NOUN 0c483j35z8n 8 28 in in ADP 0c483j35z8n 8 29 the the DET 0c483j35z8n 8 30 context context NOUN 0c483j35z8n 8 31 of of ADP 0c483j35z8n 8 32 an an DET 0c483j35z8n 8 33 analysis analysis NOUN 0c483j35z8n 8 34 of of ADP 0c483j35z8n 8 35 mtbi mtbi PROPN 0c483j35z8n 8 36 's 's PART 0c483j35z8n 8 37 impact impact NOUN 0c483j35z8n 8 38 on on ADP 0c483j35z8n 8 39 speech speech NOUN 0c483j35z8n 8 40 . . PUNCT 0c483j35z8n 9 1 we we PRON 0c483j35z8n 9 2 then then ADV 0c483j35z8n 9 3 extract extract VERB 0c483j35z8n 9 4 time time NOUN 0c483j35z8n 9 5 and and CCONJ 0c483j35z8n 9 6 spectral spectral ADJ 0c483j35z8n 9 7 domain domain NOUN 0c483j35z8n 9 8 features feature NOUN 0c483j35z8n 9 9 , , PUNCT 0c483j35z8n 9 10 and and CCONJ 0c483j35z8n 9 11 use use VERB 0c483j35z8n 9 12 logistic logistic ADJ 0c483j35z8n 9 13 regression regression NOUN 0c483j35z8n 9 14 to to PART 0c483j35z8n 9 15 create create VERB 0c483j35z8n 9 16 a a DET 0c483j35z8n 9 17 classification classification NOUN 0c483j35z8n 9 18 model model NOUN 0c483j35z8n 9 19 . . PUNCT 0c483j35z8n 10 1 with with ADP 0c483j35z8n 10 2 this this DET 0c483j35z8n 10 3 large large ADJ 0c483j35z8n 10 4 dataset dataset NOUN 0c483j35z8n 10 5 of of ADP 0c483j35z8n 10 6 samples sample NOUN 0c483j35z8n 10 7 , , PUNCT 0c483j35z8n 10 8 we we PRON 0c483j35z8n 10 9 are be AUX 0c483j35z8n 10 10 able able ADJ 0c483j35z8n 10 11 to to PART 0c483j35z8n 10 12 obtain obtain VERB 0c483j35z8n 10 13 good good ADJ 0c483j35z8n 10 14 classification classification NOUN 0c483j35z8n 10 15 accuracy accuracy NOUN 0c483j35z8n 10 16 between between ADP 0c483j35z8n 10 17 the the DET 0c483j35z8n 10 18 control control NOUN 0c483j35z8n 10 19 and and CCONJ 0c483j35z8n 10 20 mtbi mtbi NOUN 0c483j35z8n 10 21 populations population NOUN 0c483j35z8n 10 22 ( ( PUNCT 0c483j35z8n 10 23 area area NOUN 0c483j35z8n 10 24 under under ADP 0c483j35z8n 10 25 the the DET 0c483j35z8n 10 26 curve curve NOUN 0c483j35z8n 10 27 ( ( PUNCT 0c483j35z8n 10 28 auc auc PROPN 0c483j35z8n 10 29 ) ) PUNCT 0c483j35z8n 10 30 of of ADP 0c483j35z8n 10 31 the the DET 0c483j35z8n 10 32 receiver receiver NOUN 0c483j35z8n 10 33 operating operate VERB 0c483j35z8n 10 34 characteristic characteristic NOUN 0c483j35z8n 10 35 ( ( PUNCT 0c483j35z8n 10 36 roc roc PROPN 0c483j35z8n 10 37 ) ) PUNCT 0c483j35z8n 10 38 curve curve NOUN 0c483j35z8n 10 39 & & CCONJ 0c483j35z8n 10 40 gt;0.85).we gt;0.85).we PROPN 0c483j35z8n 10 41 use use VERB 0c483j35z8n 10 42 the the DET 0c483j35z8n 10 43 basic basic ADJ 0c483j35z8n 10 44 design design NOUN 0c483j35z8n 10 45 of of ADP 0c483j35z8n 10 46 the the DET 0c483j35z8n 10 47 mtbi mtbi NOUN 0c483j35z8n 10 48 tests test NOUN 0c483j35z8n 10 49 as as ADP 0c483j35z8n 10 50 a a DET 0c483j35z8n 10 51 starting starting NOUN 0c483j35z8n 10 52 point point NOUN 0c483j35z8n 10 53 and and CCONJ 0c483j35z8n 10 54 develop develop VERB 0c483j35z8n 10 55 them they PRON 0c483j35z8n 10 56 further far ADV 0c483j35z8n 10 57 as as SCONJ 0c483j35z8n 10 58 we we PRON 0c483j35z8n 10 59 pivot pivot VERB 0c483j35z8n 10 60 to to ADP 0c483j35z8n 10 61 diagnosing diagnose VERB 0c483j35z8n 10 62 neurodegenerative neurodegenerative ADJ 0c483j35z8n 10 63 conditions condition NOUN 0c483j35z8n 10 64 . . PUNCT 0c483j35z8n 11 1 a a DET 0c483j35z8n 11 2 new new ADJ 0c483j35z8n 11 3 application application NOUN 0c483j35z8n 11 4 is be AUX 0c483j35z8n 11 5 then then ADV 0c483j35z8n 11 6 introduced introduce VERB 0c483j35z8n 11 7 for for ADP 0c483j35z8n 11 8 the the DET 0c483j35z8n 11 9 data datum NOUN 0c483j35z8n 11 10 collection collection NOUN 0c483j35z8n 11 11 based base VERB 0c483j35z8n 11 12 on on ADP 0c483j35z8n 11 13 these these DET 0c483j35z8n 11 14 new new ADJ 0c483j35z8n 11 15 tests test NOUN 0c483j35z8n 11 16 . . PUNCT 0c483j35z8n 12 1 it it PRON 0c483j35z8n 12 2 includes include VERB 0c483j35z8n 12 3 several several ADJ 0c483j35z8n 12 4 improvements improvement NOUN 0c483j35z8n 12 5 in in ADP 0c483j35z8n 12 6 the the DET 0c483j35z8n 12 7 way way NOUN 0c483j35z8n 12 8 the the DET 0c483j35z8n 12 9 tests test NOUN 0c483j35z8n 12 10 are be AUX 0c483j35z8n 12 11 administered administer VERB 0c483j35z8n 12 12 , , PUNCT 0c483j35z8n 12 13 and and CCONJ 0c483j35z8n 12 14 the the DET 0c483j35z8n 12 15 data datum NOUN 0c483j35z8n 12 16 stored store VERB 0c483j35z8n 12 17 , , PUNCT 0c483j35z8n 12 18 transferred transfer VERB 0c483j35z8n 12 19 and and CCONJ 0c483j35z8n 12 20 analyzed analyze VERB 0c483j35z8n 12 21 . . PUNCT 0c483j35z8n 13 1 using use VERB 0c483j35z8n 13 2 this this DET 0c483j35z8n 13 3 application application NOUN 0c483j35z8n 13 4 , , PUNCT 0c483j35z8n 13 5 we we PRON 0c483j35z8n 13 6 collect collect VERB 0c483j35z8n 13 7 speech speech NOUN 0c483j35z8n 13 8 samples sample NOUN 0c483j35z8n 13 9 from from ADP 0c483j35z8n 13 10 over over ADP 0c483j35z8n 13 11 80 80 NUM 0c483j35z8n 13 12 participants participant NOUN 0c483j35z8n 13 13 . . PUNCT 0c483j35z8n 14 1 we we PRON 0c483j35z8n 14 2 then then ADV 0c483j35z8n 14 3 use use VERB 0c483j35z8n 14 4 xgboost xgboost PROPN 0c483j35z8n 14 5 to to PART 0c483j35z8n 14 6 create create VERB 0c483j35z8n 14 7 classification classification NOUN 0c483j35z8n 14 8 models model NOUN 0c483j35z8n 14 9 to to PART 0c483j35z8n 14 10 diagnose diagnose VERB 0c483j35z8n 14 11 the the DET 0c483j35z8n 14 12 speech speech NOUN 0c483j35z8n 14 13 samples sample NOUN 0c483j35z8n 14 14 . . PUNCT 0c483j35z8n 15 1 with with ADP 0c483j35z8n 15 2 these these DET 0c483j35z8n 15 3 models model NOUN 0c483j35z8n 15 4 , , PUNCT 0c483j35z8n 15 5 we we PRON 0c483j35z8n 15 6 are be AUX 0c483j35z8n 15 7 able able ADJ 0c483j35z8n 15 8 to to PART 0c483j35z8n 15 9 reach reach VERB 0c483j35z8n 15 10 an an DET 0c483j35z8n 15 11 accuracy accuracy NOUN 0c483j35z8n 15 12 ≥80\% ≥80\% VERB 0c483j35z8n 15 13 in in ADP 0c483j35z8n 15 14 classifying classify VERB 0c483j35z8n 15 15 the the DET 0c483j35z8n 15 16 participants participant NOUN 0c483j35z8n 15 17 in in ADP 0c483j35z8n 15 18 each each PRON 0c483j35z8n 15 19 of of ADP 0c483j35z8n 15 20 our our PRON 0c483j35z8n 15 21 three three NUM 0c483j35z8n 15 22 classifications classification NOUN 0c483j35z8n 15 23 ( ( PUNCT 0c483j35z8n 15 24 control control NOUN 0c483j35z8n 15 25 vs vs ADP 0c483j35z8n 15 26 als al NOUN 0c483j35z8n 15 27 , , PUNCT 0c483j35z8n 15 28 control control NOUN 0c483j35z8n 15 29 vs vs ADP 0c483j35z8n 15 30 parkinson parkinson PROPN 0c483j35z8n 15 31 's 's PART 0c483j35z8n 15 32 , , PUNCT 0c483j35z8n 15 33 and and CCONJ 0c483j35z8n 15 34 parkinson parkinson PROPN 0c483j35z8n 15 35 's 's PART 0c483j35z8n 15 36 vs vs ADP 0c483j35z8n 15 37 als al NOUN 0c483j35z8n 15 38 ) ) PUNCT 0c483j35z8n 15 39 . . PUNCT