{"id":"https://openalex.org/W3157526925","doi":"https://doi.org/10.1093/jamia/ocab071","title":"Pharmacists\u2019 perceptions of a machine learning model for the identification of atypical medication orders","display_name":"Pharmacists\u2019 perceptions of a machine learning model for the identification of atypical medication orders","publication_year":2021,"publication_date":"2021-04-06","ids":{"openalex":"https://openalex.org/W3157526925","doi":"https://doi.org/10.1093/jamia/ocab071","mag":"3157526925","pmid":"https://pubmed.ncbi.nlm.nih.gov/33956971"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocab071","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocab071","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/8324239","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021057088","display_name":"Sophie-Camille Hogue","orcid":null},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sophie-Camille Hogue","raw_affiliation_strings":["Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050290663","display_name":"Flora Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Flora Chen","raw_affiliation_strings":["Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022116665","display_name":"Genevi\u00e8ve Brassard","orcid":null},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Genevi\u00e8ve Brassard","raw_affiliation_strings":["Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038491712","display_name":"Denis Lebel","orcid":"https://orcid.org/0000-0001-8431-1700"},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Denis Lebel","raw_affiliation_strings":["Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089220184","display_name":"Jean\u2010Fran\u00e7ois Bussi\u00e8res","orcid":"https://orcid.org/0000-0001-6623-4967"},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jean-Fran\u00e7ois Bussi\u00e8res","raw_affiliation_strings":["Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I2802351361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069876930","display_name":"Audrey Durand","orcid":"https://orcid.org/0000-0001-9290-8603"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Audrey Durand","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Universit\u00e9 Laval, Quebec City, Quebec, Canada","Department of Electrical and Computer Engineering, Universit\u00e9 Laval, Quebec City, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Universit\u00e9 Laval, Quebec City, Quebec, Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Universit\u00e9 Laval, Quebec City, Quebec, Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067388967","display_name":"Maxime Thibault","orcid":"https://orcid.org/0000-0003-3552-3752"},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Maxime Thibault","raw_affiliation_strings":["Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada"],"affiliations":[{"raw_affiliation_string":"Pharmacy Practice Research Unit and Department of Pharmacy, CHU Sainte-Justine, Montreal, Quebec, Canada","institution_ids":["https://openalex.org/I2802351361"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5067388967"],"corresponding_institution_ids":["https://openalex.org/I2802351361"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":2.2863,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.87253817,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"28","issue":"8","first_page":"1712","last_page":"1718"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10496","display_name":"Pharmaceutical Practices and Patient Outcomes","score":0.9970999956130981,"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"}},"topics":[{"id":"https://openalex.org/T10496","display_name":"Pharmaceutical Practices and Patient Outcomes","score":0.9970999956130981,"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/T11943","display_name":"Pharmacovigilance and Adverse Drug Reactions","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/3005","display_name":"Toxicology"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9908000230789185,"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/recall","display_name":"Recall","score":0.8033764958381653},{"id":"https://openalex.org/keywords/confusion","display_name":"Confusion","score":0.7084135413169861},{"id":"https://openalex.org/keywords/pharmacist","display_name":"Pharmacist","score":0.5384753346443176},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5117409229278564},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.498516321182251},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49641329050064087},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4962230324745178},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3456587791442871},{"id":"https://openalex.org/keywords/family-medicine","display_name":"Family medicine","score":0.2616381347179413},{"id":"https://openalex.org/keywords/pharmacy","display_name":"Pharmacy","score":0.2107536494731903},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18499892950057983}],"concepts":[{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.8033764958381653},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.7084135413169861},{"id":"https://openalex.org/C2779457091","wikidata":"https://www.wikidata.org/wiki/Q105186","display_name":"Pharmacist","level":3,"score":0.5384753346443176},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5117409229278564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.498516321182251},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49641329050064087},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4962230324745178},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3456587791442871},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.2616381347179413},{"id":"https://openalex.org/C104863432","wikidata":"https://www.wikidata.org/wiki/Q614304","display_name":"Pharmacy","level":2,"score":0.2107536494731903},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18499892950057983},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"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":"D008508","descriptor_name":"Medication Errors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008508","descriptor_name":"Medication Errors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008508","descriptor_name":"Medication Errors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010465","descriptor_name":"Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010465","descriptor_name":"Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010465","descriptor_name":"Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010595","descriptor_name":"Pharmacists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010595","descriptor_name":"Pharmacists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010595","descriptor_name":"Pharmacists","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011446","descriptor_name":"Prospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocab071","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocab071","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:33956971","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33956971","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:8324239","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8324239","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:8324239","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8324239","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1966716734","https://openalex.org/W1993087830","https://openalex.org/W2006617902","https://openalex.org/W2064859334","https://openalex.org/W2101234009","https://openalex.org/W2133059825","https://openalex.org/W2143293826","https://openalex.org/W2279073097","https://openalex.org/W2575766973","https://openalex.org/W2595962374","https://openalex.org/W2800845013","https://openalex.org/W2936810612","https://openalex.org/W2940079687","https://openalex.org/W2966194224","https://openalex.org/W2969543049","https://openalex.org/W3024173558","https://openalex.org/W3038235464","https://openalex.org/W3088613077","https://openalex.org/W6675354045","https://openalex.org/W6767170500"],"related_works":["https://openalex.org/W4285488523","https://openalex.org/W2407837381","https://openalex.org/W2011367623","https://openalex.org/W2049289069","https://openalex.org/W2734065904","https://openalex.org/W2067843453","https://openalex.org/W4239320552","https://openalex.org/W2392692716","https://openalex.org/W2004845836","https://openalex.org/W2743639087"],"abstract_inverted_index":{"Based":[0],"on":[1],"the":[2,10,22],"AUPR,":[3],"this":[4],"model":[5,23],"showed":[6],"better":[7],"performance":[8],"for":[9,17],"identification":[11],"of":[12],"atypical":[13],"pharmacological":[14],"profiles":[15],"than":[16],"medication":[18],"orders.":[19],"Pharmacists":[20],"considered":[21],"a":[24],"useful":[25],"screening":[26],"tool.":[27],"Improving":[28],"these":[29],"predictions":[30],"should":[31],"be":[32],"prioritized":[33],"in":[34],"future":[35],"research":[36],"to":[37],"maximize":[38],"clinical":[39],"impact.":[40]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
