{"id":"https://openalex.org/W4286376161","doi":null,"title":"BEHRTDAY: Dynamic Mortality Risk Prediction using Time-Variant COVID-19 Patient Specific Trajectories.","display_name":"BEHRTDAY: Dynamic Mortality Risk Prediction using Time-Variant COVID-19 Patient Specific Trajectories.","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4286376161","pmid":"https://pubmed.ncbi.nlm.nih.gov/35854750","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9285184"},"language":"en","primary_location":{"id":"pmid:35854750","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35854750","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,"listed_in":[],"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":"AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science","raw_type":"Journal Article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9285184/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040091685","display_name":"Alaleh Azhir","orcid":"https://orcid.org/0000-0002-0330-8823","observed_orcids":["https://orcid.org/0000-0002-0330-8823"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alaleh Azhir","raw_affiliation_strings":["University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067173425","display_name":"Soheila Talebi","orcid":"https://orcid.org/0000-0002-6237-3115","observed_orcids":["https://orcid.org/0000-0002-6237-3115"]},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Soheila Talebi","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai, New York, NY, USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079522078","display_name":"Louis-Henri Merino","orcid":"https://orcid.org/0000-0003-0694-5489","observed_orcids":["https://orcid.org/0000-0003-0694-5489"]},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Louis-Henri Merino","raw_affiliation_strings":["Ecole Polytechnique Federale de Lausanne, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole Polytechnique Federale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102715557","display_name":"Yikuan Li","orcid":"https://orcid.org/0000-0001-9045-5786","observed_orcids":["https://orcid.org/0000-0001-9045-5786"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yikuan Li","raw_affiliation_strings":["University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091549352","display_name":"Thomas Lukasiewicz","orcid":"https://orcid.org/0000-0002-7644-1668","observed_orcids":["https://orcid.org/0000-0002-7644-1668","https://orcid.org/0009-0003-9914-0416"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas Lukasiewicz","raw_affiliation_strings":["University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067966294","display_name":"Edgar Argulian","orcid":"https://orcid.org/0000-0003-2106-2668","observed_orcids":["https://orcid.org/0000-0003-2106-2668"]},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edgar Argulian","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai, New York, NY, USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000545244","display_name":"Jagat Narula","orcid":"https://orcid.org/0000-0002-0280-3996","observed_orcids":["https://orcid.org/0000-0002-0280-3996"]},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jagat Narula","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai, New York, NY, USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075617051","display_name":"Borislava Mihaylova","orcid":"https://orcid.org/0000-0002-0951-1304","observed_orcids":["https://orcid.org/0000-0002-0951-1304"]},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Borislava Mihaylova","raw_affiliation_strings":["University of Oxford, Oxford, UK","Queen Mary University of London, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Queen Mary University of London, London, UK","institution_ids":["https://openalex.org/I166337079"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0664,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.27090457,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"2022","issue":null,"first_page":"120","last_page":"129"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9926999807357788,"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":0.9926999807357788,"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/T10041","display_name":"COVID-19 Clinical Research Studies","score":0.004699999932199717,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/T10218","display_name":"Sepsis Diagnosis and Treatment","score":0.0008999999845400453,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care 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/covid-19","display_name":"COVID-19 pandemic","score":0.9850000143051147},{"id":"https://openalex.org/keywords/mortality-prediction","display_name":"mortality prediction","score":0.921999990940094},{"id":"https://openalex.org/keywords/transformer","display_name":"transformer models","score":0.6769999861717224},{"id":"https://openalex.org/keywords/vital-signs","display_name":"vital signs","score":0.7350000143051147},{"id":"https://openalex.org/keywords/laboratory-measurements","display_name":"laboratory measurements","score":0.968999981880188},{"id":"https://openalex.org/keywords/hospitalized-patients","display_name":"hospitalized patients","score":0.7770000100135803},{"id":"https://openalex.org/keywords/time-series-forecasting","display_name":"time series forecasting","score":0.4690000116825104},{"id":"https://openalex.org/keywords/electronic-health-records","display_name":"electronic health records","score":0.4749999940395355},{"id":"https://openalex.org/keywords/personalized-treatment","display_name":"personalized treatment","score":0.5600000023841858}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7648853063583374},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.6852883100509644},{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.6277076601982117},{"id":"https://openalex.org/C2776890885","wikidata":"https://www.wikidata.org/wiki/Q1067560","display_name":"Vital signs","level":2,"score":0.5908538699150085},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.47779566049575806},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.47043344378471375},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.46564042568206787},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.44707009196281433},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4305756688117981},{"id":"https://openalex.org/C187212893","wikidata":"https://www.wikidata.org/wiki/Q123028","display_name":"Pediatrics","level":1,"score":0.3593369126319885},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.30245447158813477},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.15887007117271423},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.08614763617515564},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.07510289549827576},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmid:35854750","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35854750","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,"listed_in":[],"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":"AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9285184","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9285184/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"AMIA Jt Summits Transl Sci Proc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:9285184","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9285184/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"AMIA Jt Summits Transl Sci Proc","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9940000176429749}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2481271618","https://openalex.org/W2968635645","https://openalex.org/W3017637887"],"related_works":["https://openalex.org/W4286376976","https://openalex.org/W3158269349","https://openalex.org/W3129993689","https://openalex.org/W4292681232","https://openalex.org/W3157270914","https://openalex.org/W4296810137","https://openalex.org/W3113005448","https://openalex.org/W4200538428","https://openalex.org/W3165977014","https://openalex.org/W3186255276"],"abstract_inverted_index":{"Incorporating":[0],"repeated":[1],"measurements":[2,7,95],"of":[3,20,32,39,73,88],"vitals":[4],"and":[5,12,29,53,63,67,92,125,140],"laboratory":[6,30,94],"can":[8],"improve":[9],"mortality":[10,71,134],"risk-prediction":[11],"identify":[13],"key":[14],"risk":[15,72],"factors":[16],"in":[17],"individualized":[18],"treatment":[19],"COVID-19":[21,47,107],"hospitalized":[22],"patients.":[23,114],"In":[24],"this":[25],"observational":[26],"study,":[27],"demographic":[28],"data":[31,87],"all":[33],"admitted":[34],"patients":[35,74],"to":[36,83],"5":[37],"hospitals":[38],"Mount":[40],"Sinai":[41],"Health":[42],"System,":[43],"New":[44],"York,":[45],"with":[46],"positive":[48,108],"tests":[49],"between":[50,65],"March":[51],"1st":[52],"June":[54],"8th,":[55],"2020,":[56],"were":[57],"extracted":[58],"from":[59],"electronic":[60],"medical":[61],"records":[62],"compared":[64],"survivors":[66],"non-survivors.":[68],"Next":[69],"day":[70],"was":[75],"assessed":[76],"using":[77],"a":[78,118],"transformer-based":[79],"model":[80,116],"BEHRTDAY":[81],"fitted":[82],"patient":[84],"time":[85],"series":[86],"vital":[89],"signs,":[90],"blood":[91],"other":[93],"given":[96,136],"the":[97],"entire":[98,137],"patients'":[99,138],"hospital":[100],"stay.":[101],"The":[102],"study":[103],"population":[104],"includes":[105],"3699":[106],"(57%":[109],"male,":[110],"median":[111],"age:":[112],"67)":[113],"This":[115],"had":[117],"very":[119],"high":[120],"average":[121],"precision":[122],"score":[123],"(0.96)":[124],"area":[126],"under":[127],"receiver":[128],"operator":[129],"curve":[130],"(0.92)":[131],"for":[132],"next-day":[133],"prediction":[135],"trajectories,":[139],"through":[141],"masking,":[142],"it":[143],"learnt":[144],"each":[145],"variable's":[146],"context.":[147]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-07-21T00:00:00"}
