{"id":"W3037034311","doi":"10.1111/medu.14285","title":"Educator, judge, public defender: Conflicting roles for remediators of practising physicians","year":2020,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Narrative; Context (archaeology); Position (finance); Psychology; Preference; Reading (process); Public relations; Pedagogy; Medical education; Sociology; Social psychology; Political science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01692908,0.0003215211,0.0004376111,0.001749579,0.02554559,0.007392163,0.002219577,0.003950246,0.002971736],"category_scores_gemma":[0.0434991,0.0005439205,0.0002296998,0.002005114,0.02794449,0.004140416,0.008659125,0.004106673,0.0003366396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02701482,"about_ca_system_score_gemma":0.05401278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.315451,"about_ca_topic_score_gemma":0.5375212,"domain_scores_codex":[0.9770396,0.01397438,0.0007034532,0.001402508,0.002969912,0.003910087],"domain_scores_gemma":[0.9557484,0.02326129,0.00755707,0.001180092,0.004474212,0.007778942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003137774,0.0000203301,0.01355446,0.00009516916,0.000004251913,0.001297724,0.9727222,0.00003757287,0.0004062152,0.003278926,0.001701207,0.006850596],"study_design_scores_gemma":[0.000005402834,0.00002186131,0.007647011,0.0001886173,0.000006982498,0.000292971,0.9787401,0.00004789767,0.0001617663,0.0005159166,0.01235322,0.00001824854],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358014,0.001655462,0.001759211,0.04364529,0.0001770468,0.00006196285,0.00004064758,0.00002876768,0.01683028],"genre_scores_gemma":[0.9962437,0.0003953472,0.0004664442,0.001614081,0.00002105951,0.00001587922,0.00000935658,0.000006867291,0.001227379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.315451,"threshold_uncertainty_score":0.6272297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841524084347285,"score_gpt":0.3720556157433833,"score_spread":0.3436403748999105,"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."}}