{"id":"https://openalex.org/W4390970471","doi":"https://doi.org/10.1109/bibm58861.2023.10385529","title":"Sequential Representation of Sparse Heterogeneous Data for Diabetes Risk Prediction","display_name":"Sequential Representation of Sparse Heterogeneous Data for Diabetes Risk Prediction","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390970471","doi":"https://doi.org/10.1109/bibm58861.2023.10385529"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385529","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081469985","display_name":"Rochana Chaturvedi","orcid":"https://orcid.org/0000-0002-8486-3369"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rochana Chaturvedi","raw_affiliation_strings":["University of Illinois Chicago,USA","University of Illinois Chicago, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago,USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035087488","display_name":"Mudassir Rashid","orcid":"https://orcid.org/0000-0003-4521-0872"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mudassir Rashid","raw_affiliation_strings":["Illinois Institute of Technology,Chicago,USA","Illinois Institute of Technology, Chicago, USA"],"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology,Chicago,USA","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Illinois Institute of Technology, Chicago, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020254328","display_name":"Brian T. Layden","orcid":"https://orcid.org/0000-0003-2176-5654"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian T. Layden","raw_affiliation_strings":["University of Illinois Chicago,USA","University of Illinois Chicago, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago,USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069803541","display_name":"Andrew D. Boyd","orcid":"https://orcid.org/0000-0002-3459-9379"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Boyd","raw_affiliation_strings":["University of Illinois Chicago,USA","University of Illinois Chicago, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago,USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064654165","display_name":"Ali \u00c7\u0131nar","orcid":"https://orcid.org/0000-0002-1607-9943"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Cinar","raw_affiliation_strings":["Illinois Institute of Technology,Chicago,USA","Illinois Institute of Technology, Chicago, USA"],"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology,Chicago,USA","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Illinois Institute of Technology, Chicago, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055258367","display_name":"Barbara Di Eugenio","orcid":"https://orcid.org/0000-0003-1706-2577"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Barbara Di Eugenio","raw_affiliation_strings":["University of Illinois Chicago,USA","University of Illinois Chicago, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago,USA","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081469985"],"corresponding_institution_ids":["https://openalex.org/I39422238"],"apc_list":null,"apc_paid":null,"fwci":1.044,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82231079,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"831","last_page":"834"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9902999997138977,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7212585806846619},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.7186269760131836},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5526055097579956},{"id":"https://openalex.org/keywords/type-2-diabetes","display_name":"Type 2 diabetes","score":0.539806604385376},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5394194722175598},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5273455381393433},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5246182680130005},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5168407559394836},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.46148863434791565},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.46026426553726196},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.448790967464447},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4347228407859802},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.4254154562950134},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4182316064834595},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.3010174334049225},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.25187352299690247},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.2260618507862091}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7212585806846619},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.7186269760131836},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5526055097579956},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.539806604385376},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5394194722175598},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5273455381393433},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5246182680130005},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5168407559394836},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.46148863434791565},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.46026426553726196},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.448790967464447},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4347228407859802},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.4254154562950134},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4182316064834595},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.3010174334049225},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.25187352299690247},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2260618507862091},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385529","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6700000166893005,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W2146089916","https://openalex.org/W2159583324","https://openalex.org/W2470673105","https://openalex.org/W2747329762","https://openalex.org/W2997522493","https://openalex.org/W3043363778","https://openalex.org/W3094657717","https://openalex.org/W6680930200","https://openalex.org/W6748218292"],"related_works":["https://openalex.org/W187932805","https://openalex.org/W4392490004","https://openalex.org/W1641026212","https://openalex.org/W4402738807","https://openalex.org/W2911982698","https://openalex.org/W2323588885","https://openalex.org/W3047677938","https://openalex.org/W2087134418","https://openalex.org/W2078646730","https://openalex.org/W4312053962"],"abstract_inverted_index":{"Type":[0],"2":[1],"diabetes":[2],"(T2D)":[3],"is":[4],"a":[5],"major":[6],"public":[7],"health":[8,39],"problem,":[9],"and":[10,30,42,75],"opportunistic":[11],"screening":[12],"to":[13,48,70],"detect":[14],"T2D":[15,51],"at":[16],"an":[17],"early":[18],"stage":[19],"can":[20],"help":[21],"initiate":[22],"interventions":[23],"that":[24],"delay":[25],"or":[26],"prevent":[27],"the":[28,59,72,79],"disease":[29],"its":[31],"complications.":[32],"In":[33],"this":[34],"study,":[35],"we":[36],"use":[37,66],"electronic":[38],"records":[40],"(EHR)":[41],"concepts":[43],"extracted":[44],"from":[45],"clinical":[46,83],"notes":[47],"predict":[49],"future":[50],"risk.":[52],"Our":[53],"deep":[54],"neural":[55],"network-based":[56],"model":[57,73],"captures":[58],"temporal":[60],"sequence":[61],"of":[62,82],"patient":[63],"visits.":[64],"We":[65],"explainable":[67],"AI":[68],"algorithms":[69],"assess":[71],"decisions":[74],"observe":[76],"alignment":[77],"with":[78],"domain":[80],"knowledge":[81],"experts.":[84]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}