{"id":"https://openalex.org/W2941258974","doi":"https://doi.org/10.1109/embc.2019.8857234","title":"Predicting Stroke from Electronic Health Records","display_name":"Predicting Stroke from Electronic Health Records","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2941258974","doi":"https://doi.org/10.1109/embc.2019.8857234","mag":"2941258974","pmid":"https://pubmed.ncbi.nlm.nih.gov/31947147"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857234","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857234","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1904.11280","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033386302","display_name":"Chidozie Shamrock Nwosu","orcid":null},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Chidozie Shamrock Nwosu","raw_affiliation_strings":["School of Computing, National College of Ireland, Ireland","National college of Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Ireland","institution_ids":["https://openalex.org/I104546213"]},{"raw_affiliation_string":"National college of Ireland","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011772990","display_name":"Soumyabrata Dev","orcid":"https://orcid.org/0000-0002-0153-1095"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Soumyabrata Dev","raw_affiliation_strings":["ADAPT SFI Research Centre, Trinity College Dublin, Ireland","[ADAPT SFI Research Centre, Trinity College, Dublin, Ireland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ADAPT SFI Research Centre, Trinity College Dublin, Ireland","institution_ids":["https://openalex.org/I205274468"]},{"raw_affiliation_string":"[ADAPT SFI Research Centre, Trinity College, Dublin, Ireland]","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016095315","display_name":"Peru Bhardwaj","orcid":"https://orcid.org/0000-0002-4027-2794"},"institutions":[{"id":"https://openalex.org/I205274468","display_name":"Trinity College Dublin","ror":"https://ror.org/02tyrky19","country_code":"IE","type":"education","lineage":["https://openalex.org/I205274468"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Peru Bhardwaj","raw_affiliation_strings":["ADAPT SFI Research Centre, Trinity College Dublin, Ireland","[ADAPT SFI Research Centre, Trinity College, Dublin, Ireland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ADAPT SFI Research Centre, Trinity College Dublin, Ireland","institution_ids":["https://openalex.org/I205274468"]},{"raw_affiliation_string":"[ADAPT SFI Research Centre, Trinity College, Dublin, Ireland]","institution_ids":["https://openalex.org/I205274468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070594442","display_name":"Bharadwaj Veeravalli","orcid":"https://orcid.org/0000-0001-9000-1813"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bharadwaj Veeravalli","raw_affiliation_strings":["School of Electrical and Computer Engineering, National University of Singapore, Singapore","National University of Singapore,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"National University of Singapore,","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029098934","display_name":"Deepu John","orcid":"https://orcid.org/0000-0002-6139-1100"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Deepu John","raw_affiliation_strings":["School of Electrical and Electronic Engineering, University College Dublin, Ireland","Univ. College Dublin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Univ. College Dublin","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.09395712,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2019","issue":null,"first_page":"5704","last_page":"5707"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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":0.9732999801635742,"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/T10816","display_name":"Cerebrovascular and Carotid Artery Diseases","score":0.921999990940094,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.8845087289810181},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.7587912082672119},{"id":"https://openalex.org/keywords/stroke","display_name":"Stroke (engine)","score":0.7414907217025757},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.518117368221283},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5113022327423096},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.4455813765525818},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3729950785636902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.30939632654190063},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2568678855895996},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.14238983392715454},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.10821706056594849},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09914559125900269},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.092673659324646},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08574864268302917}],"concepts":[{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.8845087289810181},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.7587912082672119},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.7414907217025757},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.518117368221283},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5113022327423096},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.4455813765525818},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3729950785636902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30939632654190063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2568678855895996},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.14238983392715454},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.10821706056594849},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09914559125900269},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.092673659324646},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08574864268302917},{"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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020521","descriptor_name":"Stroke","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","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":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","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":true}],"locations_count":5,"locations":[{"id":"doi:10.1109/embc.2019.8857234","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857234","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31947147","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31947147","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":null},{"id":"pmh:oai:arXiv.org:1904.11280","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1904.11280","pdf_url":"https://arxiv.org/pdf/1904.11280","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2941258974","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1904.11280.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1904.11280","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1904.11280","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1904.11280","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1904.11280","pdf_url":"https://arxiv.org/pdf/1904.11280","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2941258974.pdf","grobid_xml":"https://content.openalex.org/works/W2941258974.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1571031637","https://openalex.org/W2032991527","https://openalex.org/W2040245781","https://openalex.org/W2045933635","https://openalex.org/W2104503216","https://openalex.org/W2114635452","https://openalex.org/W2159856811","https://openalex.org/W2738394521","https://openalex.org/W2742565042","https://openalex.org/W2797516094","https://openalex.org/W2886026615","https://openalex.org/W2894537442","https://openalex.org/W2963631414","https://openalex.org/W3005899671","https://openalex.org/W6753524812","https://openalex.org/W6773561933"],"related_works":["https://openalex.org/W2980125438","https://openalex.org/W2911274433","https://openalex.org/W2946916415","https://openalex.org/W2996321682","https://openalex.org/W2979680077","https://openalex.org/W3121653116","https://openalex.org/W2935708295","https://openalex.org/W2093408725","https://openalex.org/W3038561181","https://openalex.org/W1674043708","https://openalex.org/W3208426488","https://openalex.org/W2981904881","https://openalex.org/W1490846006","https://openalex.org/W2611236118","https://openalex.org/W2485375778","https://openalex.org/W2344593540","https://openalex.org/W3206564706","https://openalex.org/W3190069371","https://openalex.org/W2901607560","https://openalex.org/W3042663152"],"abstract_inverted_index":{"Studies":[0],"have":[1,18],"identified":[2],"various":[3],"risk":[4,52,73],"factors":[5,30,53,74],"associated":[6],"with":[7],"the":[8,23,48,70,84],"onset":[9],"of":[10,25,42,50,54,63,72,83],"stroke":[11,26,76,91],"in":[12],"an":[13,61],"individual.":[14],"Data":[15],"mining":[16],"techniques":[17],"been":[19,39],"used":[20],"to":[21,46,68],"predict":[22],"occurrence":[24],"based":[27],"on":[28,75],"these":[29],"by":[31],"using":[32,92],"patients'":[33,64],"medical":[34],"records.":[35,95],"However,":[36],"there":[37],"has":[38],"limited":[40],"use":[41],"electronic":[43,65,93],"health":[44,66,94],"records":[45,67],"study":[47],"inter-dependency":[49],"different":[51],"stroke.":[55],"In":[56],"this":[57],"paper,":[58],"we":[59],"perform":[60],"analysis":[62],"identify":[69],"impact":[71],"prediction.":[77],"We":[78],"also":[79],"provide":[80],"benchmark":[81],"performance":[82],"state-of-art":[85],"machine":[86],"learning":[87],"algorithms":[88],"for":[89],"predicting":[90]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
