{"id":"https://openalex.org/W2521579474","doi":"https://doi.org/10.1093/jamia/ocw136","title":"Predicting inpatient clinical order patterns with probabilistic topic models vs conventional order sets","display_name":"Predicting inpatient clinical order patterns with probabilistic topic models vs conventional order sets","publication_year":2016,"publication_date":"2016-09-20","ids":{"openalex":"https://openalex.org/W2521579474","doi":"https://doi.org/10.1093/jamia/ocw136","mag":"2521579474","pmid":"https://pubmed.ncbi.nlm.nih.gov/27655861"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocw136","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocw136","pdf_url":"https://academic.oup.com/jamia/article-pdf/24/3/472/13139026/ocw136.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://academic.oup.com/jamia/article-pdf/24/3/472/13139026/ocw136.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046725885","display_name":"Jonathan H. Chen","orcid":"https://orcid.org/0000-0002-4387-8740"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jonathan H Chen","raw_affiliation_strings":["Department of Medicine, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038535069","display_name":"Mary K. Goldstein","orcid":"https://orcid.org/0000-0001-7256-5746"},"institutions":[{"id":"https://openalex.org/I204866599","display_name":"VA Palo Alto Health Care System","ror":"https://ror.org/00nr17z89","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I204866599","https://openalex.org/I2799886695","https://openalex.org/I4210125474"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mary K Goldstein","raw_affiliation_strings":["Geriatrics Research Education and Clinical Center, Veteran Affairs Palo Alto Health Care System, Palo Alto, CA, USA","Primary Care and Outcomes Research (PCOR), Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Geriatrics Research Education and Clinical Center, Veteran Affairs Palo Alto Health Care System, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I204866599"]},{"raw_affiliation_string":"Primary Care and Outcomes Research (PCOR), Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064421397","display_name":"Steven M. Asch","orcid":"https://orcid.org/0000-0001-5838-5335"},"institutions":[{"id":"https://openalex.org/I204866599","display_name":"VA Palo Alto Health Care System","ror":"https://ror.org/00nr17z89","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I204866599","https://openalex.org/I2799886695","https://openalex.org/I4210125474"]},{"id":"https://openalex.org/I4210138309","display_name":"Center for Innovation","ror":"https://ror.org/04c1v2b17","country_code":"US","type":"facility","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210089489","https://openalex.org/I4210138309"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven M Asch","raw_affiliation_strings":["Center for Innovation to Implementation (Ci2i), Veteran Affairs Palo Alto Health Care System, Palo Alto, CA, USA","Department of Medicine, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Innovation to Implementation (Ci2i), Veteran Affairs Palo Alto Health Care System, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I204866599","https://openalex.org/I4210138309"]},{"raw_affiliation_string":"Department of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018151279","display_name":"Lester Mackey","orcid":"https://orcid.org/0000-0002-1102-0387"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lester Mackey","raw_affiliation_strings":["Department of Statistics, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084043782","display_name":"Russ B. Altman","orcid":"https://orcid.org/0000-0003-3859-2905"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Russ B Altman","raw_affiliation_strings":["Department of Bioengineering, Stanford University, Stanford, CA, USA","Department of Genetics, Stanford University, Stanford, CA, USA","Department of Medicine, Stanford University, Stanford, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioengineering, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Genetics, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5046725885"],"corresponding_institution_ids":["https://openalex.org/I97018004"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":9.0951,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.97860599,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"24","issue":"3","first_page":"472","last_page":"480"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.6488999724388123,"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":0.6488999724388123,"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":0.10570000112056732,"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/T10028","display_name":"Topic Modeling","score":0.06780000030994415,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7740786075592041},{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.6902704238891602},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6782051920890808},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6654230952262878},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.6502013802528381},{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.624234676361084},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.5853305459022522},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.5392836928367615},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4915505349636078},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48597538471221924},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.48228195309638977},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.462428480386734},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4465022683143616},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4460424780845642},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.44054025411605835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4397067129611969},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.4374184012413025},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.398254930973053},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3542151153087616},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.31660425662994385},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.21683278679847717},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1020306944847107}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7740786075592041},{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.6902704238891602},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6782051920890808},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6654230952262878},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.6502013802528381},{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.624234676361084},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.5853305459022522},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5392836928367615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4915505349636078},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48597538471221924},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.48228195309638977},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.462428480386734},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4465022683143616},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4460424780845642},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.44054025411605835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4397067129611969},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.4374184012413025},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.398254930973053},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3542151153087616},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.31660425662994385},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.21683278679847717},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1020306944847107},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003955","descriptor_name":"Diagnostic Tests, Routine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003955","descriptor_name":"Diagnostic Tests, Routine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003955","descriptor_name":"Diagnostic Tests, Routine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005791","descriptor_name":"Patient Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005791","descriptor_name":"Patient Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005791","descriptor_name":"Patient Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","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":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D050316","descriptor_name":"Medical Order Entry Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D050316","descriptor_name":"Medical Order Entry Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D050316","descriptor_name":"Medical Order Entry Systems","qualifier_ui":null,"qualifier_name":null,"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":3,"locations":[{"id":"doi:10.1093/jamia/ocw136","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocw136","pdf_url":"https://academic.oup.com/jamia/article-pdf/24/3/472/13139026/ocw136.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:27655861","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27655861","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:oai:europepmc.org:4247009","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5391730","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/jamia/ocw136","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocw136","pdf_url":"https://academic.oup.com/jamia/article-pdf/24/3/472/13139026/ocw136.pdf","source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5899999737739563}],"awards":[{"id":"https://openalex.org/G1325793420","display_name":null,"funder_award_id":"R01 LM005652","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G1516365345","display_name":null,"funder_award_id":"UL1 TR001085","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G1914228612","display_name":null,"funder_award_id":"R01 GM102365","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G2490824866","display_name":null,"funder_award_id":"K01 ES026837","funder_id":"https://openalex.org/F4320337361","funder_display_name":"National Institute of Environmental Health Sciences"},{"id":"https://openalex.org/G2675325361","display_name":null,"funder_award_id":"R24 GM061374","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G4326210275","display_name":null,"funder_award_id":"UL1 RR025744","funder_id":"https://openalex.org/F4320337375","funder_display_name":"National Center for Research Resources"},{"id":"https://openalex.org/G7294673394","display_name":null,"funder_award_id":"UL1 RR025744","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"},{"id":"https://openalex.org/F4320337361","display_name":"National Institute of Environmental Health Sciences","ror":"https://ror.org/00j4k1h63"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"},{"id":"https://openalex.org/F4320337375","display_name":"National Center for Research Resources","ror":"https://ror.org/04pw6fb54"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W11505347","https://openalex.org/W76937477","https://openalex.org/W121472071","https://openalex.org/W168564468","https://openalex.org/W213541777","https://openalex.org/W1131383308","https://openalex.org/W1428777146","https://openalex.org/W1495681917","https://openalex.org/W1501241011","https://openalex.org/W1512404644","https://openalex.org/W1571401318","https://openalex.org/W1574859194","https://openalex.org/W1589243704","https://openalex.org/W1732828232","https://openalex.org/W1759509385","https://openalex.org/W1880262756","https://openalex.org/W1902526473","https://openalex.org/W1905183890","https://openalex.org/W1966670930","https://openalex.org/W1969116741","https://openalex.org/W1979044015","https://openalex.org/W1993389721","https://openalex.org/W2001932471","https://openalex.org/W2006183964","https://openalex.org/W2013676140","https://openalex.org/W2019716755","https://openalex.org/W2024641550","https://openalex.org/W2027540165","https://openalex.org/W2054141820","https://openalex.org/W2056678806","https://openalex.org/W2063207091","https://openalex.org/W2067235700","https://openalex.org/W2072644219","https://openalex.org/W2077033046","https://openalex.org/W2083062358","https://openalex.org/W2097855313","https://openalex.org/W2107022636","https://openalex.org/W2111175405","https://openalex.org/W2113952938","https://openalex.org/W2114831632","https://openalex.org/W2115441252","https://openalex.org/W2121382432","https://openalex.org/W2123528936","https://openalex.org/W2130324521","https://openalex.org/W2135790056","https://openalex.org/W2138107145","https://openalex.org/W2141115552","https://openalex.org/W2143514833","https://openalex.org/W2144100511","https://openalex.org/W2154022005","https://openalex.org/W2159099672","https://openalex.org/W2170912464","https://openalex.org/W2174706414","https://openalex.org/W2187741934","https://openalex.org/W2275711495","https://openalex.org/W2403800143","https://openalex.org/W2514071032","https://openalex.org/W2515513823","https://openalex.org/W3005347330","https://openalex.org/W4231510805","https://openalex.org/W4255411484","https://openalex.org/W4285719527","https://openalex.org/W4298149265","https://openalex.org/W4298293345","https://openalex.org/W6603116471","https://openalex.org/W6604929019","https://openalex.org/W6606906144","https://openalex.org/W6608507895","https://openalex.org/W6628431514","https://openalex.org/W6630546887","https://openalex.org/W6634228127","https://openalex.org/W6634368386","https://openalex.org/W6639619044","https://openalex.org/W6650603503","https://openalex.org/W6668529637","https://openalex.org/W6678556567","https://openalex.org/W6679026858","https://openalex.org/W6681290372","https://openalex.org/W6686958735","https://openalex.org/W6703074907","https://openalex.org/W6713105122","https://openalex.org/W6726028665"],"related_works":["https://openalex.org/W2769501189","https://openalex.org/W4315588616","https://openalex.org/W4312773271","https://openalex.org/W2888805565","https://openalex.org/W2962686197","https://openalex.org/W3005513013","https://openalex.org/W2207653751","https://openalex.org/W2611137333","https://openalex.org/W4389543811","https://openalex.org/W4291700620"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Build":[1],"probabilistic":[2,70,163],"topic":[3,71,74,98,164,231],"model":[4],"representations":[5],"of":[6,14,38,89,176],"hospital":[7],"admissions":[8],"processes":[9],"and":[10,115,143,153,244],"compare":[11],"the":[12,34,64,109,135,211],"ability":[13],"such":[15],"models":[16,75,165],"to":[17,24,58,80,150,166,172,195,213,237],"predict":[18,81,125],"clinical":[19,56,78,82,119,126,168,182,255],"order":[20,26,104,123,192],"patterns":[21],"as":[22],"compared":[23],"preconstructed":[25],"sets.":[27],"MATERIALS":[28],"AND":[29],"METHODS:":[30],"The":[31,94],"authors":[32,65,95],"evaluated":[33,96],"first":[35],"24":[36,130],"hours":[37,131],"structured":[39,53],"electronic":[40],"health":[41],"record":[42],"data":[43,169],"for":[44,84,117,257],">":[45,90],"10":[46,158],"K":[47,92],"inpatients.":[48],"Drawing":[49],"an":[50,234],"analogy":[51],"between":[52],"items":[54],"(e.g.,":[55,184],"orders)":[57],"words":[59],"in":[60,227,241],"a":[61,85],"text":[62],"document,":[63],"performed":[66],"latent":[67,178],"Dirichlet":[68],"allocation":[69],"modeling.":[72],"These":[73],"use":[76,251],"initial":[77],"information":[79],"orders":[83,127,256],"separate":[86],"validation":[87],"set":[88],"4":[91],"patients.":[93],"these":[97,177],"model-based":[99],"predictions":[100],"vs":[101],"existing":[102],"human-authored":[103],"sets":[105,124,193],"by":[106,161,218],"area":[107,133],"under":[108,134],"receiver":[110,136],"operating":[111,137],"characteristic":[112,138],"curve,":[113],"precision,":[114],"recall":[116,144],"subsequent":[118],"orders.":[120],"RESULTS:":[121],"Existing":[122,191],"used":[128],"within":[129],"with":[132,200,224],"curve":[139],"0.81,":[140],"precision":[141],"16%,":[142],"35%.":[145],"This":[146],"can":[147],"be":[148],"improved":[149],"0.90,":[151],"24%,":[152],"47%":[154],"(":[155],"P":[156],"<":[157],"-20":[159],")":[160],"using":[162],"summarize":[167],"into":[170],"up":[171],"32":[173],"topics.":[174],"Many":[175],"topics":[179],"yield":[180],"natural":[181],"interpretations":[183],"\"critical":[185],"care,\"":[186],"\"pneumonia,\"":[187],"\"neurologic":[188],"evaluation\").":[189],"DISCUSSION:":[190],"tend":[194],"provide":[196],"nonspecific,":[197],"process-oriented":[198],"aid,":[199],"usability":[201,216],"limitations":[202],"impairing":[203],"more":[204],"precise,":[205],"patient-focused":[206],"support.":[207,259],"Algorithmic":[208],"summarization":[209],"has":[210],"potential":[212,225,250],"breach":[214],"this":[215],"barrier":[217],"automatically":[219],"inferring":[220],"patient":[221,242],"context,":[222],"but":[223],"tradeoffs":[226],"interpretability.":[228],"CONCLUSION:":[229],"Probabilistic":[230],"modeling":[232],"provides":[233],"automated":[235],"approach":[236],"detect":[238],"thematic":[239],"trends":[240],"care":[243],"generate":[245],"decision":[246,258],"support":[247],"content.":[248],"A":[249],"case":[252],"finds":[253],"related":[254]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
