{"id":"https://openalex.org/W4293223489","doi":"https://doi.org/10.11159/cist22.139","title":"Use of Electronic Seizure Diaries and Decision Trees to Predict Seizure Outcome for Patients with Epilepsy","display_name":"Use of Electronic Seizure Diaries and Decision Trees to Predict Seizure Outcome for Patients with Epilepsy","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4293223489","doi":"https://doi.org/10.11159/cist22.139"},"language":"en","primary_location":{"id":"doi:10.11159/cist22.139","doi":"https://doi.org/10.11159/cist22.139","is_oa":true,"landing_page_url":"https://doi.org/10.11159/cist22.139","pdf_url":"https://doi.org/10.11159/cist22.139","source":{"id":"https://openalex.org/S4220651419","display_name":"Proceedings of the World Congress on Electrical Engineering and Computer Systems and Science","issn_l":"2369-811X","issn":["2369-811X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Congress on Electrical Engineering and Computer Systems and Science","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.11159/cist22.139","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022115366","display_name":"Dominique L. Tanner","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dominique L. Tanner","raw_affiliation_strings":["University of Cincinnati College of Engineering and Applied Science 2901 Woodside Drive, Cincinnati, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cincinnati College of Engineering and Applied Science 2901 Woodside Drive, Cincinnati, OH, USA","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017045441","display_name":"Michael Privitera","orcid":"https://orcid.org/0000-0002-0862-5975","observed_orcids":["https://orcid.org/0000-0002-0862-5975"]},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Privitera","raw_affiliation_strings":["University of Cincinnati Gardner Neuroscience Institute 3113 Bellevue Ave, Cincinnati, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cincinnati Gardner Neuroscience Institute 3113 Bellevue Ave, Cincinnati, OH, USA","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112762136","display_name":"MB Rao","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MB Rao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5103229670","display_name":"Ishita Basu","orcid":"https://orcid.org/0000-0003-1550-8643","observed_orcids":["https://orcid.org/0000-0003-1550-8643"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ishita Basu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1183844,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.8877000212669373,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10094","display_name":"Epilepsy research and treatment","score":0.8877000212669373,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.042100001126527786,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.02630000002682209,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/epilepsy","display_name":"epilepsy","score":0.9980000257492065},{"id":"https://openalex.org/keywords/seizure-prediction","display_name":"seizure prediction","score":0.9330000281333923},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.8360000252723694},{"id":"https://openalex.org/keywords/seizure-outcome","display_name":"seizure outcome","score":0.7570000290870667},{"id":"https://openalex.org/keywords/mood","display_name":"mood","score":0.6169999837875366},{"id":"https://openalex.org/keywords/stress","display_name":"stress","score":0.9800000190734863},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"precision medicine","score":0.5609999895095825},{"id":"https://openalex.org/keywords/personalized-treatment","display_name":"personalized treatment","score":0.6909999847412109}],"concepts":[{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.8450592756271362},{"id":"https://openalex.org/C2779334592","wikidata":"https://www.wikidata.org/wiki/Q6279182","display_name":"Epileptic seizure","level":3,"score":0.6224790215492249},{"id":"https://openalex.org/C2909985455","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Seizure Disorders","level":3,"score":0.4272429347038269},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4246380031108856},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4222128689289093},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.29700958728790283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26682865619659424},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.15680167078971863}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.11159/cist22.139","doi":"https://doi.org/10.11159/cist22.139","is_oa":true,"landing_page_url":"https://doi.org/10.11159/cist22.139","pdf_url":"https://doi.org/10.11159/cist22.139","source":{"id":"https://openalex.org/S4220651419","display_name":"Proceedings of the World Congress on Electrical Engineering and Computer Systems and Science","issn_l":"2369-811X","issn":["2369-811X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Congress on Electrical Engineering and Computer Systems and Science","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.11159/cist22.139","doi":"https://doi.org/10.11159/cist22.139","is_oa":true,"landing_page_url":"https://doi.org/10.11159/cist22.139","pdf_url":"https://doi.org/10.11159/cist22.139","source":{"id":"https://openalex.org/S4220651419","display_name":"Proceedings of the World Congress on Electrical Engineering and Computer Systems and Science","issn_l":"2369-811X","issn":["2369-811X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Congress on Electrical Engineering and Computer Systems and Science","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9537000060081482}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310256","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293223489.pdf","grobid_xml":"https://content.openalex.org/works/W4293223489.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W1989678831","https://openalex.org/W2047675462","https://openalex.org/W2064089300","https://openalex.org/W2068372524","https://openalex.org/W2296045491","https://openalex.org/W2770968440","https://openalex.org/W2981500665","https://openalex.org/W2998694088","https://openalex.org/W3127389222","https://openalex.org/W3157327242","https://openalex.org/W3201925382"],"related_works":["https://openalex.org/W4312786691","https://openalex.org/W1991684919","https://openalex.org/W4389464955","https://openalex.org/W4415192801","https://openalex.org/W4310122285","https://openalex.org/W7131397354","https://openalex.org/W3036952628","https://openalex.org/W2047675462","https://openalex.org/W3013548253","https://openalex.org/W4363620175"],"abstract_inverted_index":{"Epilepsy":[0],"is":[1,49],"a":[2,102],"neurological":[3],"disorder":[4],"that":[5,70,79,162,191,196,209,245,251],"causes":[6],"unpredictable":[7,18],"recurrent":[8],"seizures.Most":[9],"people":[10,282],"with":[11,270,283],"epilepsy":[12],"dwell":[13],"in":[14,63,133,137,202,258,262],"fear":[15],"of":[16,46,116,214,220,223,234,240],"having":[17],"seizures.In":[19],"attempts":[20],"to":[21,50,56,96,153,175,272],"predict":[22],"future":[23],"seizure":[24,32,68,72,77,85,128,160,169,189,207,211,249,256],"occurrences,":[25],"investigators":[26],"have":[27,80],"used":[28,95,152],"data":[29,93],"from":[30],"electronic":[31],"diaries":[33],"and":[34,66,74,90,120,127,136,158,205,232,276],"machine-learning":[35],"methods,":[36],"like":[37],"decision":[38,54,59,100,156,178,198,215,224,235],"trees.Using":[39,101],"individual":[40],"patient":[41,52,98,143],"e-diary":[42,92],"data,":[43],"the":[44,81,114,134,138,155,164,177,242,259,263],"purpose":[45],"this":[47],"study":[48],"build":[51,97],"specific":[53,99],"trees":[55,60,157,179,199,216,225,236],"1)":[57],"determine":[58],"overall":[61,200],"accuracy":[62,201,219,228,239],"predicting":[64,203],"seizures":[65,119,140,204],"depicting":[67,206],"predictors":[69,78,161,190,208,250],"influence":[71,83,166,253],"outcome,":[73,212],"2)":[75],"identify":[76],"most":[82,165],"on":[84,110,167,187,254],"outcome.Patients":[86],"(n=64)":[87],"were":[88,131,144,182,247],"examined,":[89],"their":[91,122],"was":[94,151,173],"5-point":[103],"Likert":[104],"scale,":[105],"patients":[106],"e-diaries":[107,130],"entailed":[108],"information":[109],"how":[111],"they":[112,192],"rated":[113,121],"probability":[115],"experiencing":[117],"subsequent":[118],"mood,":[123],"predictive":[124],"symptoms,":[125],"stress,":[126],"counts.Since":[129],"recorded":[132],"morning":[135,260],"evening,":[139],"for":[141,197,281],"each":[142],"assessed":[145],"by":[146],"half":[147],"days.R":[148],"Programming":[149],"software":[150],"generate":[154],"depict":[159],"had":[163,217,226,237,252],"patient's":[168,255],"outcome.A":[170],"confusion":[171],"matrix":[172],"performed":[174],"obtain":[176],"performance":[180],"accuracy.Patients":[181],"categorized":[183],"into":[184],"groups":[185],"based":[186],"certain":[188],"shared.The":[193],"results":[194,243],"showed":[195,244],"influenced":[210],"49%":[213],"an":[218,227,238],"100%;":[221],"37%":[222],"ranging":[229],"between":[230],"90-99%;":[231],"13%":[233],"<90%.Additionally,":[241],"there":[246],"more":[248,274],"outcome":[257],"than":[261],"evening.This":[264],"work":[265],"introduces":[266],"non-invasive":[267],"precision":[268],"medicine,":[269],"intentions":[271],"develop":[273],"personalized":[275],"reliable":[277],"health":[278],"care":[279],"treatments":[280],"epilepsy.":[284]},"counts_by_year":[],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2022-08-27T00:00:00"}