{"id":"W4212850686","doi":"10.1111/tct.13471","title":"<scp>Students‐As‐Teachers</scp> : Fostering medical educators","year":2022,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Markham Stouffville Hospital; University of Toronto","funders":"","keywords":"Mentorship; Medical education; Curriculum; Scholarship; Psychology; Faculty development; Teaching method; Medicine; Mathematics education; Pedagogy; Professional development; Political science","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":[0.002412265,0.0002505236,0.00009179523,0.0004935198,0.001863375,0.001566543,0.00106019,0.0006920713,0.006641814],"category_scores_gemma":[0.006436056,0.0001456123,0.0001738709,0.0003549967,0.001298664,0.0006819961,0.005008319,0.0009262674,0.001312902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552279,"about_ca_system_score_gemma":0.0127364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005038264,"about_ca_topic_score_gemma":0.02653567,"domain_scores_codex":[0.9988135,0.0004746413,0.00003305471,0.0001049414,0.0003363522,0.0002374946],"domain_scores_gemma":[0.9913987,0.0008026733,0.0006601242,0.000400006,0.0006501753,0.00608828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002624222,0.004533162,0.1031697,0.001063866,0.00002797129,0.001804022,0.03609692,0.001039815,0.01384556,0.002983173,0.06054507,0.7746284],"study_design_scores_gemma":[0.0002459082,0.007278488,0.5334435,0.001575017,0.00008231444,0.003853288,0.04429244,0.003352437,0.02212043,0.004872422,0.3788043,0.00007949822],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357011,0.0004179835,0.007046124,0.009863222,0.0002293105,0.0008450355,0.0001609611,0.000438841,0.04529739],"genre_scores_gemma":[0.9705355,0.0004197811,0.01391408,0.001274505,0.0001074162,0.0005374147,0.0001824247,0.00003715554,0.01299178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006641814,"threshold_uncertainty_score":0.02221906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08469381341492141,"score_gpt":0.4782914495744001,"score_spread":0.3935976361594787,"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."}}