{"id":"W3149985521","doi":"10.1097/acm.0000000000003934","title":"In Reply to van Zanten et al","year":2021,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Standardization; Accreditation; Public relations; Political science; Argument (complex analysis); Curriculum; Medical education; Engineering ethics; Medicine; Law; 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":[0.01403042,0.001691706,0.003429946,0.003159608,0.002608735,0.007007876,0.006913067,0.03583613,0.01399676],"category_scores_gemma":[0.1259111,0.001590059,0.002570689,0.002918009,0.003796978,0.01124341,0.004660849,0.03831503,0.01182126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004992975,"about_ca_system_score_gemma":0.009227091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004233456,"about_ca_topic_score_gemma":0.005444145,"domain_scores_codex":[0.9881302,0.00291297,0.001932197,0.001666065,0.004418946,0.000939641],"domain_scores_gemma":[0.9419118,0.02616566,0.005074133,0.001689945,0.02135424,0.003804201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002053551,0.000005965719,0.00007537755,0.0003046166,0.00001910073,0.0001048398,0.00004744948,0.00001788159,0.00002517902,0.0003142364,0.9963456,0.002719263],"study_design_scores_gemma":[0.00007628737,0.00003032246,0.0004347439,0.001832894,0.00006195127,0.001138697,0.0002724707,0.0001302381,0.0002020999,0.002483934,0.9932554,0.00008097656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007152467,0.005368631,0.0001637853,0.8369821,0.1567681,0.0000346943,0.000157278,0.00007343062,0.0003804496],"genre_scores_gemma":[0.0006045501,0.003480528,0.0002664296,0.921415,0.07196982,0.0001046868,0.00006585255,0.00004203669,0.002051079],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03583613,"threshold_uncertainty_score":0.07420087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04266416330335186,"score_gpt":0.4000304351431366,"score_spread":0.3573662718397847,"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."}}