{"id":"https://openalex.org/W4294975258","doi":"https://doi.org/10.1109/embc48229.2022.9871867","title":"PC-LSTM: Ontology-based Long Short-Term Memory State Model for Data Incompleteness Prediction","display_name":"PC-LSTM: Ontology-based Long Short-Term Memory State Model for Data Incompleteness Prediction","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4294975258","doi":"https://doi.org/10.1109/embc48229.2022.9871867","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086213"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871867","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5072876468","display_name":"Muhammed Shelleh","orcid":"https://orcid.org/0000-0002-4221-2234"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muhammed Shelleh","raw_affiliation_strings":["University of Central Florida,Computer Science,Orlando,Florida,USA,32816"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida,Computer Science,Orlando,Florida,USA,32816","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016780175","display_name":"Varadraj P. Gurupur","orcid":"https://orcid.org/0000-0001-5723-7998"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Varadraj P. Gurupur","raw_affiliation_strings":["School of Global Health Management and Informatics, University of Central Florida,Orlando,Florida,USA,32816"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Global Health Management and Informatics, University of Central Florida,Orlando,Florida,USA,32816","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":null,"apc_paid":null,"fwci":0.3337,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54373371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"2022","issue":null,"first_page":"2606","last_page":"2610"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9994000196456909,"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":0.9994000196456909,"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/T10350","display_name":"Electronic Health Records Systems","score":0.9975000023841858,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7915239334106445},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.7337757349014282},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.5797675848007202},{"id":"https://openalex.org/keywords/completeness","display_name":"Completeness (order theory)","score":0.5519265532493591},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5474340915679932},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5006344318389893},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.42082318663597107},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.42010974884033203},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.4124418795108795},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.39985695481300354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3621233105659485},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35975903272628784}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7915239334106445},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.7337757349014282},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.5797675848007202},{"id":"https://openalex.org/C17231256","wikidata":"https://www.wikidata.org/wiki/Q5156540","display_name":"Completeness (order theory)","level":2,"score":0.5519265532493591},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5474340915679932},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5006344318389893},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.42082318663597107},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.42010974884033203},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.4124418795108795},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.39985695481300354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3621233105659485},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35975903272628784},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"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/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008570","descriptor_name":"Memory, Short-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871867","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086213","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086213","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310161","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1975994995","https://openalex.org/W2289868026","https://openalex.org/W2498235301","https://openalex.org/W2743352809","https://openalex.org/W2897852178","https://openalex.org/W3003504112","https://openalex.org/W3010657985","https://openalex.org/W3036614995","https://openalex.org/W3099111334","https://openalex.org/W3118905748","https://openalex.org/W3135832693","https://openalex.org/W3177794303","https://openalex.org/W4206743080","https://openalex.org/W4254201293","https://openalex.org/W4292483811"],"related_works":["https://openalex.org/W187932805","https://openalex.org/W2554558516","https://openalex.org/W4392490004","https://openalex.org/W1641026212","https://openalex.org/W4402738807","https://openalex.org/W2911982698","https://openalex.org/W2355354922","https://openalex.org/W2527724968","https://openalex.org/W2356296688","https://openalex.org/W2323588885"],"abstract_inverted_index":{"Medical":[0],"practices":[1,28],"are":[2,80],"engaged":[3],"and":[4,9,22,29,36,42,77,86,119],"motivated":[5],"by":[6],"new":[7,20],"technologies":[8,23],"methods":[10,21],"to":[11,31,38,64,93,122,144],"enhance":[12],"patient":[13],"care":[14],"as":[15,17],"efficiently":[16],"possible.":[18],"These":[19],"give":[24],"way":[25],"for":[26,71,99,116],"medical":[27],"clinicians":[30],"have":[32],"the":[33,58,61,84,90,102,136,147,155],"insight,":[34],"comprehension,":[35],"projections":[37],"develop":[39],"better":[40],"decisions":[41],"overall":[43,75],"levels":[44],"of":[45,60,89,97,101,139,149,157],"care.":[46],"In":[47],"this":[48],"paper,":[49],"we":[50],"propose":[51],"a":[52,66,95],"model,":[53],"PatientCentered-LSTM":[54],"(or":[55],"PC-LSTM),":[56],"using":[57],"states":[59,88,98],"LSTM":[62,91],"model":[63,92],"produce":[65,94],"novel,":[67],"ontology-based":[68],"state":[69],"system":[70,78],"data":[72,124,151],"incompleteness.":[73],"The":[74,112,132],"architecture":[76],"design":[79],"based":[81],"around":[82],"utilizing":[83],"hidden":[85],"cell":[87],"network":[96],"each":[100],"corresponding":[103],"hierarchies":[104],"in":[105,126],"an":[106,117],"Electronic":[107],"Health":[108],"Record":[109],"(EHR)":[110],"system.":[111],"resulting":[113],"methodology":[114],"allows":[115],"accurate":[118],"precise":[120],"approach":[121],"predicting":[123],"incompleteness":[125],"electronic":[127,140],"health":[128,141],"records.":[129],"Clinical":[130],"relevance-":[131],"method":[133],"presented":[134],"uses":[135],"hierarchical":[137],"nature":[138],"record":[142],"systems":[143],"positively":[145],"influence":[146],"analysis":[148],"its":[150],"completeness;":[152],"thereby,":[153],"increasing":[154],"possibility":[156],"improved":[158],"healthcare":[159],"outcomes.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
