{"id":"W2993100816","doi":"10.1177/0840470419869032","title":"The role of artificial intelligence in learning and professional development for healthcare professionals","year":2019,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre; Island Health","funders":"","keywords":"Health professionals; Health care; Professional development; Medical education; Psychology; Knowledge management; Engineering ethics; Medicine; Political science; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003194183,0.0007274703,0.001059465,0.003360978,0.0008046838,0.00317399,0.0008936066,0.003141892,0.002696975],"category_scores_gemma":[0.004951584,0.0002863033,0.000589497,0.00318442,0.002807478,0.003486763,0.001776499,0.004092115,0.0008447056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002294019,"about_ca_system_score_gemma":0.004631589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003530398,"about_ca_topic_score_gemma":0.004352037,"domain_scores_codex":[0.9980708,0.0008729877,0.0002316577,0.0001830411,0.0005497839,0.00009172341],"domain_scores_gemma":[0.9931971,0.005696699,0.0002634697,0.0001337248,0.0005404619,0.0001686044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002599451,0.00005166604,0.0002441929,0.02454215,0.0001137989,0.000129444,0.0005236186,0.0003988496,0.0002679667,0.03697235,0.01759407,0.9191358],"study_design_scores_gemma":[0.00001158688,0.00006543576,0.001167352,0.02900283,0.00009311664,0.0007123975,0.0005081202,0.0001458793,0.0001906191,0.02648567,0.9415852,0.00003173808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005563831,0.996742,0.0001798618,0.001372297,0.0001671085,0.00000280687,0.000002794224,0.000003184971,0.001474303],"genre_scores_gemma":[0.001350503,0.9967758,0.0004314277,0.0009292574,0.0002551753,0.000009729533,0.00000590305,0.00000157345,0.0002405639],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003530398,"threshold_uncertainty_score":0.01689267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07794808491829462,"score_gpt":0.461033838228527,"score_spread":0.3830857533102324,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}