{"id":"W2908922972","doi":"10.1097/acm.0000000000002474","title":"What Would Excellence in Health Professions Education Mean If It Addressed Our Most Pressing Health Problems?","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Accreditation; Reputation; Medical education; Health care; Quality (philosophy); Psychology; Prosperity; Medicine; Public relations; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03860461,0.0008900016,0.001858685,0.004148288,0.005638849,0.01559033,0.002379851,0.01251784,0.007069118],"category_scores_gemma":[0.09971412,0.0004091936,0.001055368,0.003539657,0.02042689,0.02368795,0.005734331,0.01364233,0.003189146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01297762,"about_ca_system_score_gemma":0.01528467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006452069,"about_ca_topic_score_gemma":0.007416415,"domain_scores_codex":[0.983658,0.008239409,0.001177343,0.001330188,0.003711743,0.001883348],"domain_scores_gemma":[0.9485965,0.01583211,0.004196865,0.002101574,0.01499571,0.01427719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002522513,0.0003134533,0.01491269,0.00204116,0.0001586389,0.0001890266,0.003653967,0.0006052926,0.0002005722,0.232846,0.4692656,0.2755613],"study_design_scores_gemma":[0.000157441,0.0006635997,0.03423643,0.01105419,0.0001227198,0.0007500873,0.01563715,0.001367468,0.0007766576,0.4441699,0.4907165,0.0003478311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002837947,0.03482276,0.001208609,0.939532,0.01295209,0.0000349432,0.0001185401,0.00005302106,0.008440121],"genre_scores_gemma":[0.3273936,0.133693,0.01207132,0.4607239,0.05563014,0.0004269992,0.0005329821,0.0001845328,0.009343534],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03860461,"threshold_uncertainty_score":0.2041632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06375885686604042,"score_gpt":0.4384970724046905,"score_spread":0.3747382155386501,"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."}}