{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008520746,0.0001946011,0.000404346,0.0001089912,0.0004396433,0.00003214729,0.0009495913,0.0002149578,0.006134633],"category_scores_gemma":[0.01680933,0.0001409308,0.0002348965,0.0006544673,0.0004431618,0.0000535808,0.001097235,0.003015805,0.0005677445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515387,"about_ca_system_score_gemma":0.0006205892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004000958,"about_ca_topic_score_gemma":0.00000155742,"domain_scores_codex":[0.9954786,0.0006880776,0.0009958544,0.0004510869,0.001945453,0.0004408981],"domain_scores_gemma":[0.9975759,0.0008121232,0.0002377173,0.0009575767,0.0000973987,0.0003192518],"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":[0.00003877932,0.002989905,0.2238719,0.00002374165,0.0002640913,0.00005200984,0.00664361,0.000002033773,0.00001788604,0.0009068502,0.6132753,0.1519139],"study_design_scores_gemma":[0.002056228,0.0005729207,0.1045231,0.00005881984,0.0002215526,0.0004216109,0.01615102,0.0003108283,0.00001821359,0.001515918,0.8740332,0.0001166439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421965,0.0001893721,0.00006691054,0.0320312,0.003026291,0.0004773748,0.000001035885,0.0001686191,0.02184263],"genre_scores_gemma":[0.9387676,0.0000335361,0.0003137737,0.02443907,0.002311172,0.0001751323,0.00004104952,0.00005998119,0.03385867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2607579,"threshold_uncertainty_score":0.9992843,"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."}}