{"id":"https://openalex.org/W4414422468","doi":"https://doi.org/10.1093/jamia/ocaf157","title":"Predicting treatment retention in medication for opioid use disorder: a machine learning approach using NLP and LLM-derived clinical features","display_name":"Predicting treatment retention in medication for opioid use disorder: a machine learning approach using NLP and LLM-derived clinical features","publication_year":2025,"publication_date":"2025-09-02","ids":{"openalex":"https://openalex.org/W4414422468","doi":"https://doi.org/10.1093/jamia/ocaf157","pmid":"https://pubmed.ncbi.nlm.nih.gov/40977375"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocaf157","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf157","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"hybrid","oa_url":"https://doi.org/10.1093/jamia/ocaf157","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056466429","display_name":"Fateme Nateghi Haredasht","orcid":"https://orcid.org/0000-0002-8874-8835"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Fateme Nateghi Haredasht","raw_affiliation_strings":["Stanford Center for Biomedical Informatics Research , Stanford, CA 94305,","Stanford Center for Biomedical Informatics Research, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Stanford Center for Biomedical Informatics Research , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Stanford Center for Biomedical Informatics Research, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I4210137306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084224715","display_name":"Iv\u00e1n L\u00f3pez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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":"Ivan Lopez","raw_affiliation_strings":["Department of Biomedical Data Science , Stanford, CA 94305,","Stanford University School of Medicine , Stanford, CA 94305,","Stanford University School of Medicine, Stanford, CA 94305, United States","Department of Biomedical Data Science, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Data Science , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Stanford University School of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Biomedical Data Science, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I4210137306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059833188","display_name":"Steven Tate","orcid":"https://orcid.org/0000-0001-9544-594X"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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 Tate","raw_affiliation_strings":["Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I97018004","https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010054283","display_name":"Pooya Ashtari","orcid":"https://orcid.org/0000-0002-5032-7808"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Pooya Ashtari","raw_affiliation_strings":["Department of Electrical Engineering (ESAT), STADIUS Center , KU Leuven, 3001 Leuven,","Department of Electrical Engineering (ESAT), STADIUS Center, KU Leuven, 3001 Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering (ESAT), STADIUS Center , KU Leuven, 3001 Leuven,","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Electrical Engineering (ESAT), STADIUS Center, KU Leuven, 3001 Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101385180","display_name":"Min Min Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126929","display_name":"CE Technologies (United Kingdom)","ror":"https://ror.org/02pw67e25","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210126929"]},{"id":"https://openalex.org/I4210148930","display_name":"Liberating Technologies (United States)","ror":"https://ror.org/04erqh270","country_code":"US","type":"company","lineage":["https://openalex.org/I4210148930"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Min Min Chan","raw_affiliation_strings":["Holmusk Technologies, Inc. , NY 10012,","KKT Technologies, Pte. Ltd. , 139951,","Holmusk Technologies, Inc., NY 10012, United States"],"affiliations":[{"raw_affiliation_string":"Holmusk Technologies, Inc. , NY 10012,","institution_ids":["https://openalex.org/I4210148930"]},{"raw_affiliation_string":"KKT Technologies, Pte. Ltd. , 139951,","institution_ids":["https://openalex.org/I4210126929"]},{"raw_affiliation_string":"Holmusk Technologies, Inc., NY 10012, United States","institution_ids":["https://openalex.org/I4210148930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109584422","display_name":"Deepali Kulkarni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126929","display_name":"CE Technologies (United Kingdom)","ror":"https://ror.org/02pw67e25","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210126929"]},{"id":"https://openalex.org/I4210148930","display_name":"Liberating Technologies (United States)","ror":"https://ror.org/04erqh270","country_code":"US","type":"company","lineage":["https://openalex.org/I4210148930"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Deepali Kulkarni","raw_affiliation_strings":["Holmusk Technologies, Inc. , NY 10012,","KKT Technologies, Pte. Ltd. , 139951,","Holmusk Technologies, Inc., NY 10012, United States"],"affiliations":[{"raw_affiliation_string":"Holmusk Technologies, Inc. , NY 10012,","institution_ids":["https://openalex.org/I4210148930"]},{"raw_affiliation_string":"KKT Technologies, Pte. Ltd. , 139951,","institution_ids":["https://openalex.org/I4210126929"]},{"raw_affiliation_string":"Holmusk Technologies, Inc., NY 10012, United States","institution_ids":["https://openalex.org/I4210148930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019754509","display_name":"Chwen\u2010Yuen Angie Chen","orcid":"https://orcid.org/0000-0002-7207-598X"},"institutions":[{"id":"https://openalex.org/I4210105015","display_name":"Stanford Health Care","ror":"https://ror.org/019wqcg20","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210105015"]},{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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":"Chwen-Yuen Angie Chen","raw_affiliation_strings":["Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine , Stanford, CA 94305,","Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Division of Primary Care and Population Health, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I4210105015","https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119701212","display_name":"Maithri Vangala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148930","display_name":"Liberating Technologies (United States)","ror":"https://ror.org/04erqh270","country_code":"US","type":"company","lineage":["https://openalex.org/I4210148930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maithri Vangala","raw_affiliation_strings":["Holmusk Technologies, Inc. , NY 10012,","Holmusk Technologies, Inc., NY 10012, United States"],"affiliations":[{"raw_affiliation_string":"Holmusk Technologies, Inc. , NY 10012,","institution_ids":["https://openalex.org/I4210148930"]},{"raw_affiliation_string":"Holmusk Technologies, Inc., NY 10012, United States","institution_ids":["https://openalex.org/I4210148930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003561245","display_name":"Kendall C. Griffith","orcid":"https://orcid.org/0000-0001-5854-1801"},"institutions":[{"id":"https://openalex.org/I126193024","display_name":"London Metropolitan University","ror":"https://ror.org/00ae33288","country_code":"GB","type":"education","lineage":["https://openalex.org/I126193024"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kira Griffith","raw_affiliation_strings":["Holmusk Europe, Ltd. , London,","Holmusk Europe, Ltd., London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Holmusk Europe, Ltd. , London,","institution_ids":["https://openalex.org/I126193024"]},{"raw_affiliation_string":"Holmusk Europe, Ltd., London, United Kingdom","institution_ids":["https://openalex.org/I126193024"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040991704","display_name":"Bryan Bunning","orcid":"https://orcid.org/0000-0003-3092-0038"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bryan Bunning","raw_affiliation_strings":["Department of Biomedical Data Science , Stanford, CA 94305,","Department of Biomedical Data Science, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Data Science , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Biomedical Data Science, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I4210137306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024810938","display_name":"Adam S. Miner","orcid":"https://orcid.org/0000-0002-5125-4735"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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":"Adam S Miner","raw_affiliation_strings":["Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I97018004","https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023944464","display_name":"Tina Hernandez\u2010Boussard","orcid":"https://orcid.org/0000-0001-6553-3455"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tina Hernandez-Boussard","raw_affiliation_strings":["Stanford Center for Biomedical Informatics Research , Stanford, CA 94305,","Stanford Center for Biomedical Informatics Research, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Stanford Center for Biomedical Informatics Research , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Stanford Center for Biomedical Informatics Research, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I4210137306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043545187","display_name":"Keith Humphreys","orcid":"https://orcid.org/0000-0003-0694-5761"},"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/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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":"Keith Humphreys","raw_affiliation_strings":["Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","Veterans Affairs Health Care System , Palo Alto, CA 94304,","Veterans Affairs Health Care System, Palo Alto, CA 94304, United States","Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I97018004","https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Veterans Affairs Health Care System , Palo Alto, CA 94304,","institution_ids":["https://openalex.org/I204866599"]},{"raw_affiliation_string":"Veterans Affairs Health Care System, Palo Alto, CA 94304, United States","institution_ids":["https://openalex.org/I204866599"]},{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077515687","display_name":"Anna Lembke","orcid":"https://orcid.org/0000-0002-1352-487X"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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":"Anna Lembke","raw_affiliation_strings":["Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I97018004","https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066848295","display_name":"L. Alexander Vance","orcid":"https://orcid.org/0000-0002-3131-6177"},"institutions":[{"id":"https://openalex.org/I4210148930","display_name":"Liberating Technologies (United States)","ror":"https://ror.org/04erqh270","country_code":"US","type":"company","lineage":["https://openalex.org/I4210148930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L Alexander Vance","raw_affiliation_strings":["Holmusk Technologies, Inc. , NY 10012,","Holmusk Technologies, Inc., NY 10012, United States"],"affiliations":[{"raw_affiliation_string":"Holmusk Technologies, Inc. , NY 10012,","institution_ids":["https://openalex.org/I4210148930"]},{"raw_affiliation_string":"Holmusk Technologies, Inc., NY 10012, United States","institution_ids":["https://openalex.org/I4210148930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046725885","display_name":"Jonathan H. Chen","orcid":"https://orcid.org/0000-0002-4387-8740"},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"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":"Jonathan H Chen","raw_affiliation_strings":["Clinical Excellence Research Center, Stanford School of Medicine , Stanford, CA 94305,","Department of Medicine , Stanford, CA 94305,","Division of Hospital Medicine, Stanford University School of Medicine , Stanford, CA 94305,","Stanford Center for Biomedical Informatics Research , Stanford, CA 94305,","Department of Medicine, Stanford, CA 94305, United States"],"affiliations":[{"raw_affiliation_string":"Clinical Excellence Research Center, Stanford School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Division of Hospital Medicine, Stanford University School of Medicine , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"raw_affiliation_string":"Stanford Center for Biomedical Informatics Research , Stanford, CA 94305,","institution_ids":["https://openalex.org/I4210137306"]},{"raw_affiliation_string":"Department of Medicine, Stanford, CA 94305, United States","institution_ids":["https://openalex.org/I4210137306"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":16,"corresponding_author_ids":["https://openalex.org/A5056466429"],"corresponding_institution_ids":["https://openalex.org/I4210137306"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":{"value":3967,"currency":"USD","value_usd":3967},"fwci":5.3584,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95897966,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"32","issue":"12","first_page":"1865","last_page":"1876"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10576","display_name":"Opioid Use Disorder Treatment","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10576","display_name":"Opioid Use Disorder Treatment","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10496","display_name":"Pharmaceutical Practices and Patient Outcomes","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2717","display_name":"Geriatrics and Gerontology"},"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/T10043","display_name":"Substance Abuse Treatment and Outcomes","score":0.9927999973297119,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/risk-stratification","display_name":"Risk stratification","score":0.4742000102996826},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4268999993801117},{"id":"https://openalex.org/keywords/opioid","display_name":"Opioid","score":0.33149999380111694},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.31850001215934753},{"id":"https://openalex.org/keywords/patient-care","display_name":"Patient care","score":0.3165000081062317},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.299699991941452}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7267000079154968},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6804999709129333},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.49630001187324524},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.4742000102996826},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4320000112056732},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4268999993801117},{"id":"https://openalex.org/C2781063702","wikidata":"https://www.wikidata.org/wiki/Q427523","display_name":"Opioid","level":3,"score":0.33149999380111694},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.31850001215934753},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.3165000081062317},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.310699999332428},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.299699991941452},{"id":"https://openalex.org/C2991912374","wikidata":"https://www.wikidata.org/wiki/Q400711","display_name":"Substance use","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C71472368","wikidata":"https://www.wikidata.org/wiki/Q676880","display_name":"Text mining","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.25600001215934753},{"id":"https://openalex.org/C3018553135","wikidata":"https://www.wikidata.org/wiki/Q67004728","display_name":"Medication adherence","level":2,"score":0.25279998779296875}],"mesh":[{"descriptor_ui":"D000069479","descriptor_name":"Buprenorphine, Naloxone Drug Combination","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D000069479","descriptor_name":"Buprenorphine, Naloxone Drug Combination","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D000069479","descriptor_name":"Buprenorphine, Naloxone Drug Combination","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D000069479","descriptor_name":"Buprenorphine, Naloxone Drug Combination","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002047","descriptor_name":"Buprenorphine","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D002047","descriptor_name":"Buprenorphine","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D002047","descriptor_name":"Buprenorphine","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D002047","descriptor_name":"Buprenorphine","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009292","descriptor_name":"Narcotic Antagonists","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D009292","descriptor_name":"Narcotic Antagonists","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D009292","descriptor_name":"Narcotic Antagonists","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D009292","descriptor_name":"Narcotic Antagonists","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","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":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058850","descriptor_name":"Opiate Substitution Treatment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058850","descriptor_name":"Opiate Substitution Treatment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058850","descriptor_name":"Opiate Substitution Treatment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058850","descriptor_name":"Opiate Substitution Treatment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1093/jamia/ocaf157","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf157","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:40977375","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40977375","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}],"best_oa_location":{"id":"doi:10.1093/jamia/ocaf157","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jamia/ocaf157","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":[],"awards":[{"id":"https://openalex.org/G342977159","display_name":null,"funder_award_id":"#12409","funder_id":"https://openalex.org/F4320306202","funder_display_name":"Gordon and Betty Moore Foundation"},{"id":"https://openalex.org/G523118074","display_name":null,"funder_award_id":"UL1TR003142","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5558152276","display_name":null,"funder_award_id":"1R01AI17812101","funder_id":"https://openalex.org/F4320337355","funder_display_name":"National Institute of Allergy and Infectious Diseases"}],"funders":[{"id":"https://openalex.org/F4320306202","display_name":"Gordon and Betty Moore Foundation","ror":"https://ror.org/006wxqw41"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337355","display_name":"National Institute of Allergy and Infectious Diseases","ror":"https://ror.org/043z4tv69"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1994682257","https://openalex.org/W2020058133","https://openalex.org/W2052825782","https://openalex.org/W2084139018","https://openalex.org/W2106671991","https://openalex.org/W2173844711","https://openalex.org/W2248705888","https://openalex.org/W2480433457","https://openalex.org/W2769850575","https://openalex.org/W2890254074","https://openalex.org/W2911964244","https://openalex.org/W2912522026","https://openalex.org/W2990138404","https://openalex.org/W3013744961","https://openalex.org/W3014996133","https://openalex.org/W3024002321","https://openalex.org/W3081210529","https://openalex.org/W3094171951","https://openalex.org/W3097349486","https://openalex.org/W3189798079","https://openalex.org/W3190611303","https://openalex.org/W3209034575","https://openalex.org/W3215818867","https://openalex.org/W4210713544","https://openalex.org/W4220737357","https://openalex.org/W4281251362","https://openalex.org/W4285013280","https://openalex.org/W4287825939","https://openalex.org/W4289277718","https://openalex.org/W4293801899","https://openalex.org/W4311552634","https://openalex.org/W4364302329","https://openalex.org/W4375852011","https://openalex.org/W4386390463","https://openalex.org/W4388781327","https://openalex.org/W4390889502","https://openalex.org/W4399317194","https://openalex.org/W4399979066","https://openalex.org/W4401248212","https://openalex.org/W4404690294","https://openalex.org/W4406596702","https://openalex.org/W4406821810","https://openalex.org/W4407945137","https://openalex.org/W4408734896"],"related_works":[],"abstract_inverted_index":{"Combining":[0],"structured":[1],"EHR":[2],"data":[3],"with":[4],"LLM-extracted":[5],"features":[6],"moderately":[7],"improves":[8],"BUP-NAL":[9],"retention":[10],"prediction,":[11],"enabling":[12],"personalized":[13],"risk":[14],"stratification":[15],"and":[16],"advancing":[17],"AI-driven":[18],"care":[19],"for":[20],"substance":[21],"use":[22],"disorders.":[23]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
