{"id":"W4392916301","doi":"10.1002/hcs2.86","title":"Transformations in medical education: A prudential perspective","year":2024,"lang":"en","type":"editorial","venue":"Health care science","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Perspective (graphical); Business; Political science; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03916325,0.0008756863,0.0008911764,0.003376604,0.01480483,0.01831406,0.004364307,0.02406036,0.005521098],"category_scores_gemma":[0.03338039,0.0006052615,0.000687702,0.001464497,0.1348401,0.01992516,0.01605277,0.02893989,0.0009216852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0158375,"about_ca_system_score_gemma":0.02150538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005735781,"about_ca_topic_score_gemma":0.004477452,"domain_scores_codex":[0.9626319,0.02519654,0.0009541694,0.002703167,0.004962567,0.003551704],"domain_scores_gemma":[0.9653133,0.02373794,0.001886443,0.001711003,0.002735475,0.004615984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008228493,0.00003343025,0.0001036224,0.00003001073,0.000002792396,0.00006403479,0.004229071,0.0001470144,0.00002068957,0.987709,0.00435306,0.003299054],"study_design_scores_gemma":[0.00002089652,0.00004232798,0.0001752347,0.0004008513,0.000004029912,0.0001117768,0.005932173,0.0003155994,0.00009027617,0.8901248,0.1027617,0.00002042659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.004196375,0.009827534,0.01118148,0.8506998,0.002676861,0.00007233681,0.00002669534,0.00004160674,0.1212773],"genre_scores_gemma":[0.7973996,0.009149648,0.01081887,0.1605654,0.007747733,0.0002673728,0.00003545052,0.00009271323,0.01392312],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03916325,"threshold_uncertainty_score":0.2071175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007325805484485115,"score_gpt":0.4468506059389337,"score_spread":0.4395248004544486,"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."}}