{"id":"https://openalex.org/W3007542085","doi":"https://doi.org/10.1093/jamia/ocz229","title":"Physician understanding, explainability, and trust in a hypothetical machine learning risk calculator","display_name":"Physician understanding, explainability, and trust in a hypothetical machine learning risk calculator","publication_year":2019,"publication_date":"2019-12-31","ids":{"openalex":"https://openalex.org/W3007542085","doi":"https://doi.org/10.1093/jamia/ocz229","mag":"3007542085","pmid":"https://pubmed.ncbi.nlm.nih.gov/32106285"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocz229","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocz229","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/7647292","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077065100","display_name":"William K. Diprose","orcid":"https://orcid.org/0000-0002-3808-4428"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"William K Diprose","raw_affiliation_strings":["Department of Medicine, University of Auckland, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Medicine, University of Auckland, Auckland, New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049731495","display_name":"Nicholas Buist","orcid":"https://orcid.org/0000-0001-8401-2057"},"institutions":[{"id":"https://openalex.org/I4210091885","display_name":"Northland District Health Board","ror":"https://ror.org/00cb76512","country_code":"NZ","type":"healthcare","lineage":["https://openalex.org/I4210091885"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Nicholas Buist","raw_affiliation_strings":["Department of Emergency Medicine, Whangarei Hospital, Whangarei, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Emergency Medicine, Whangarei Hospital, Whangarei, New Zealand","institution_ids":["https://openalex.org/I4210091885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039036855","display_name":"Ning Hua","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ning Hua","raw_affiliation_strings":["Orion Health, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"Orion Health, Auckland, New Zealand","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019917842","display_name":"Quentin Thurier","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Quentin Thurier","raw_affiliation_strings":["Orion Health, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"Orion Health, Auckland, New Zealand","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077345858","display_name":"G. B. Shand","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100373","display_name":"Waitemata District Health Board","ror":"https://ror.org/0113yba25","country_code":"NZ","type":"healthcare","lineage":["https://openalex.org/I4210100373"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"George Shand","raw_affiliation_strings":["Clinical Education and Training Unit, Waitemat\u0101 District Health Board, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"Clinical Education and Training Unit, Waitemat\u0101 District Health Board, Auckland, New Zealand","institution_ids":["https://openalex.org/I4210100373"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069113222","display_name":"R. R. Rejimol Robinson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Reece Robinson","raw_affiliation_strings":["Orion Health, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"Orion Health, Auckland, New Zealand","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5077065100"],"corresponding_institution_ids":["https://openalex.org/I154130895"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":12.7465,"has_fulltext":false,"cited_by_count":192,"citation_normalized_percentile":{"value":0.9907715,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"27","issue":"4","first_page":"592","last_page":"600"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T13555","display_name":"Healthcare cost, quality, practices","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/calculator","display_name":"Calculator","score":0.8485704660415649},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.6288851499557495},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.6016664505004883},{"id":"https://openalex.org/keywords/dilemma","display_name":"Dilemma","score":0.5113620162010193},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.42981916666030884},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41061434149742126},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3996180593967438},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.34256529808044434},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3191506266593933},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.111962229013443}],"concepts":[{"id":"https://openalex.org/C2776836400","wikidata":"https://www.wikidata.org/wiki/Q31087","display_name":"Calculator","level":2,"score":0.8485704660415649},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.6288851499557495},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.6016664505004883},{"id":"https://openalex.org/C2778496695","wikidata":"https://www.wikidata.org/wiki/Q254128","display_name":"Dilemma","level":2,"score":0.5113620162010193},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.42981916666030884},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41061434149742126},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3996180593967438},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.34256529808044434},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3191506266593933},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.111962229013443},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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":"D001185","descriptor_name":"Artificial Intelligence","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":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001291","descriptor_name":"Attitude of Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001292","descriptor_name":"Attitude to Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001292","descriptor_name":"Attitude to Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001292","descriptor_name":"Attitude to Computers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003658","descriptor_name":"Decision Making, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003658","descriptor_name":"Decision Making, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003658","descriptor_name":"Decision Making, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D010820","descriptor_name":"Physicians","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D011655","descriptor_name":"Pulmonary Embolism","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011655","descriptor_name":"Pulmonary Embolism","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011655","descriptor_name":"Pulmonary Embolism","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/jamia/ocz229","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocz229","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:32106285","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32106285","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:7647292","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647292","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:7647292","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7647292","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":[{"id":"https://openalex.org/F4320320801","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W54348722","https://openalex.org/W55513101","https://openalex.org/W654652841","https://openalex.org/W1512021223","https://openalex.org/W1581231885","https://openalex.org/W1582530249","https://openalex.org/W1587887730","https://openalex.org/W1873057782","https://openalex.org/W1904862422","https://openalex.org/W1947908376","https://openalex.org/W2022594136","https://openalex.org/W2062990525","https://openalex.org/W2091528299","https://openalex.org/W2093529631","https://openalex.org/W2097800192","https://openalex.org/W2102661682","https://openalex.org/W2110497403","https://openalex.org/W2121382432","https://openalex.org/W2125847307","https://openalex.org/W2132719082","https://openalex.org/W2133619004","https://openalex.org/W2150165932","https://openalex.org/W2153560857","https://openalex.org/W2175465469","https://openalex.org/W2205090593","https://openalex.org/W2340367584","https://openalex.org/W2343571725","https://openalex.org/W2475212090","https://openalex.org/W2554057270","https://openalex.org/W2581082771","https://openalex.org/W2590276480","https://openalex.org/W2608902687","https://openalex.org/W2612690371","https://openalex.org/W2738975713","https://openalex.org/W2744999500","https://openalex.org/W2766766852","https://openalex.org/W2770001088","https://openalex.org/W2776803885","https://openalex.org/W2779051611","https://openalex.org/W2791915030","https://openalex.org/W2802510811","https://openalex.org/W2802561155","https://openalex.org/W2892741787","https://openalex.org/W2896190255","https://openalex.org/W2910707576","https://openalex.org/W2911752833","https://openalex.org/W2911964244","https://openalex.org/W2912618182","https://openalex.org/W2915292867","https://openalex.org/W2921072211","https://openalex.org/W2943200914","https://openalex.org/W2966167372","https://openalex.org/W3123686114","https://openalex.org/W6681608319","https://openalex.org/W6721059704"],"related_works":["https://openalex.org/W1490606327","https://openalex.org/W2475866497","https://openalex.org/W2561023381","https://openalex.org/W2797548350","https://openalex.org/W2362078318","https://openalex.org/W220219137","https://openalex.org/W4231071852","https://openalex.org/W2316752057","https://openalex.org/W2348714797","https://openalex.org/W1556282606"],"abstract_inverted_index":{"Physician":[0],"understanding,":[1],"explainability,":[2],"and":[3],"trust":[4],"in":[5],"ML":[6,13],"risk":[7],"calculators":[8],"are":[9],"related.":[10],"Physicians":[11],"preferred":[12],"outputs":[14],"accompanied":[15],"by":[16],"model-agnostic":[17],"explanations":[18],"but":[19],"the":[20],"explainability":[21],"method":[22],"did":[23],"not":[24],"alter":[25],"intended":[26],"physician":[27],"behavior.":[28]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":35},{"year":2024,"cited_by_count":45},{"year":2023,"cited_by_count":43},{"year":2022,"cited_by_count":36},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":6}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
