{"id":"https://openalex.org/W4282933928","doi":"https://doi.org/10.1093/jamia/ocac078","title":"A framework for the oversight and local deployment of safe and high-quality prediction models","display_name":"A framework for the oversight and local deployment of safe and high-quality prediction models","publication_year":2022,"publication_date":"2022-05-31","ids":{"openalex":"https://openalex.org/W4282933928","doi":"https://doi.org/10.1093/jamia/ocac078","pmid":"https://pubmed.ncbi.nlm.nih.gov/35641123"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocac078","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocac078","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":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":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9382367","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021672440","display_name":"Armando Bedoya","orcid":"https://orcid.org/0000-0001-6496-7024"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I4210144876","display_name":"Duke University Health System","ror":"https://ror.org/03wfqwh68","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144876"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Armando D Bedoya","raw_affiliation_strings":["Department of Medicine, Duke University , Durham, North Carolina, USA","Duke University Health System , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Duke University , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Duke University Health System , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210144876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062106549","display_name":"Nicoleta Economou-Zavlanos","orcid":"https://orcid.org/0009-0000-4078-9809"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicoleta J Economou-Zavlanos","raw_affiliation_strings":["Duke University School of Medicine , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067727757","display_name":"Benjamin A. Goldstein","orcid":"https://orcid.org/0000-0001-5261-3632"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin A Goldstein","raw_affiliation_strings":["Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011188548","display_name":"Allison Young","orcid":"https://orcid.org/0000-0003-4670-1235"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Allison Young","raw_affiliation_strings":["Duke University School of Medicine , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070127130","display_name":"J. Eric Jelovsek","orcid":"https://orcid.org/0000-0002-7196-817X"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J Eric Jelovsek","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Duke University , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Duke University , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058800474","display_name":"Cara O\u2019Brien","orcid":"https://orcid.org/0000-0002-5519-7344"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I4210144876","display_name":"Duke University Health System","ror":"https://ror.org/03wfqwh68","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144876"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cara O\u2019Brien","raw_affiliation_strings":["Department of Medicine, Duke University , Durham, North Carolina, USA","Duke University Health System , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Duke University , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Duke University Health System , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210144876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047309349","display_name":"Amanda B. Parrish","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amanda B Parrish","raw_affiliation_strings":["Duke University School of Medicine , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073676242","display_name":"Scott Elengold","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I4210088623","display_name":"Office of the General Counsel","ror":"https://ror.org/0054t4769","country_code":"US","type":"government","lineage":["https://openalex.org/I1330989302","https://openalex.org/I4210088623"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Elengold","raw_affiliation_strings":["Office of Counsel, Duke University , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Office of Counsel, Duke University , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210088623","https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075413887","display_name":"Kay S. Lytle","orcid":"https://orcid.org/0000-0001-9845-1501"},"institutions":[{"id":"https://openalex.org/I4210144876","display_name":"Duke University Health System","ror":"https://ror.org/03wfqwh68","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144876"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kay Lytle","raw_affiliation_strings":["Duke University Health System , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Duke University Health System , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210144876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009455981","display_name":"Suresh Balu","orcid":"https://orcid.org/0000-0003-4929-9130"},"institutions":[{"id":"https://openalex.org/I4210124077","display_name":"Duke Institute for Health Innovation","ror":"https://ror.org/031n1rn61","country_code":"US","type":"other","lineage":["https://openalex.org/I4210124077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Suresh Balu","raw_affiliation_strings":["Duke Institute for Health Innovation , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Duke Institute for Health Innovation , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210124077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104092030","display_name":"Erich Huang","orcid":"https://orcid.org/0000-0001-5547-9408"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I4210144876","display_name":"Duke University Health System","ror":"https://ror.org/03wfqwh68","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144876"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erich Huang","raw_affiliation_strings":["Department of Medicine, Duke University , Durham, North Carolina, USA","Duke University Health System , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, Duke University , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Duke University Health System , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210144876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055015263","display_name":"Eric G. Poon","orcid":"https://orcid.org/0000-0002-7251-5842"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I4210144876","display_name":"Duke University Health System","ror":"https://ror.org/03wfqwh68","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144876"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric G Poon","raw_affiliation_strings":["Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, North Carolina, USA","Department of Medicine, Duke University , Durham, North Carolina, USA","Duke University Health System , Durham, North Carolina, USA","Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Department of Medicine, Duke University , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Duke University Health System , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210144876"]},{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064002558","display_name":"Michael Pencina","orcid":"https://orcid.org/0000-0002-1968-2641"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]},{"id":"https://openalex.org/I4210144876","display_name":"Duke University Health System","ror":"https://ror.org/03wfqwh68","country_code":"US","type":"education","lineage":["https://openalex.org/I4210144876"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael J Pencina","raw_affiliation_strings":["Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, North Carolina, USA","Duke AI Health, Duke University School of Medicine , Durham, North Carolina, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Duke AI Health, Duke University School of Medicine , Durham, North Carolina, USA","institution_ids":["https://openalex.org/I4210144876"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5021672440"],"corresponding_institution_ids":["https://openalex.org/I170897317","https://openalex.org/I4210144876"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":5.3194,"has_fulltext":false,"cited_by_count":96,"citation_normalized_percentile":{"value":0.95746663,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"29","issue":"9","first_page":"1631","last_page":"1636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.996999979019165,"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/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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/workflow","display_name":"Workflow","score":0.7650810480117798},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7583491802215576},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.6031105518341064},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5991010665893555},{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.5346694588661194},{"id":"https://openalex.org/keywords/portfolio","display_name":"Portfolio","score":0.5209513902664185},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.47144898772239685},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.4631798565387726},{"id":"https://openalex.org/keywords/best-practice","display_name":"Best practice","score":0.4354189932346344},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4214276671409607},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.274745911359787},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.18246734142303467},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18205797672271729}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7650810480117798},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7583491802215576},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.6031105518341064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5991010665893555},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.5346694588661194},{"id":"https://openalex.org/C2780821815","wikidata":"https://www.wikidata.org/wiki/Q5340806","display_name":"Portfolio","level":2,"score":0.5209513902664185},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.47144898772239685},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4631798565387726},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.4354189932346344},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4214276671409607},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.274745911359787},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.18246734142303467},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18205797672271729},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[{"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocac078","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocac078","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":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:35641123","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35641123","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:pubmedcentral.nih.gov:9382367","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9382367","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:9382367","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9382367","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2727650337","https://openalex.org/W2805089815","https://openalex.org/W2895072154","https://openalex.org/W2941497317","https://openalex.org/W2981869278","https://openalex.org/W2982580298","https://openalex.org/W2994958466","https://openalex.org/W3012875567","https://openalex.org/W3015333520","https://openalex.org/W3018952511","https://openalex.org/W3035885149","https://openalex.org/W3174786846","https://openalex.org/W4210731354","https://openalex.org/W6762035433"],"related_works":["https://openalex.org/W2002383399","https://openalex.org/W96612179","https://openalex.org/W2770234245","https://openalex.org/W2987774938","https://openalex.org/W2566006169","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W644644594","https://openalex.org/W4229499248","https://openalex.org/W2032193370"],"abstract_inverted_index":{"Artificial":[0],"intelligence/machine":[1],"learning":[2],"models":[3,15,75,88],"are":[4,16,94],"being":[5,76],"rapidly":[6],"developed":[7],"and":[8,27,50,70,93],"used":[9,77],"in":[10,44],"clinical":[11,23,79],"practice.":[12],"However,":[13],"many":[14],"deployed":[17],"without":[18],"a":[19,40,61],"clear":[20],"understanding":[21],"of":[22,42,73],"or":[24],"operational":[25,54],"impact":[26],"frequently":[28],"lack":[29,41],"monitoring":[30],"plans":[31],"that":[32,64],"can":[33],"detect":[34],"potential":[35],"safety":[36],"signals.":[37],"There":[38],"is":[39],"consensus":[43],"establishing":[45],"governance":[46,62,91],"to":[47,89],"deploy,":[48],"pilot,":[49],"monitor":[51],"algorithms":[52],"within":[53],"healthcare":[55],"delivery":[56],"workflows.":[57],"Here,":[58],"we":[59,84],"describe":[60],"framework":[63],"combines":[65],"current":[66],"regulatory":[67],"best":[68],"practices":[69],"lifecycle":[71],"management":[72],"predictive":[74],"for":[78],"care.":[80],"Since":[81],"January":[82],"2021,":[83],"have":[85],"successfully":[86],"added":[87],"our":[90],"portfolio":[92],"currently":[95],"managing":[96],"52":[97],"models.":[98]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":37},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}