{"id":"W4379161287","doi":"10.1016/j.jsurg.2023.05.003","title":"Residents as Medical Coaches","year":2023,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Feeling; Coaching; Thematic analysis; Medical education; Psychology; Coding (social sciences); Perception; Qualitative research; Autonomy; Medicine; Nursing; Social psychology","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":[0.002821407,0.0002857336,0.0002610036,0.001012939,0.009570503,0.007264823,0.0008706324,0.002394467,0.03565495],"category_scores_gemma":[0.01098088,0.0005391933,0.0001954388,0.0007442796,0.003003912,0.003566191,0.006712665,0.004507635,0.005720583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831664,"about_ca_system_score_gemma":0.011022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00660399,"about_ca_topic_score_gemma":0.02803065,"domain_scores_codex":[0.9941822,0.002358353,0.00008993342,0.0003982178,0.0007871242,0.002184082],"domain_scores_gemma":[0.9781869,0.00117675,0.001346257,0.0004428335,0.002280185,0.01656707],"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":[0.0004180394,0.002616734,0.1568681,0.0002696619,0.0000455159,0.002219891,0.1873044,0.0002367107,0.001542458,0.03519957,0.4237758,0.1895032],"study_design_scores_gemma":[0.00005298342,0.0004865755,0.06912895,0.0005053024,0.00002162858,0.002099562,0.4391623,0.0003630933,0.0005087127,0.005852459,0.4817498,0.00006859102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6076204,0.003620624,0.0009094511,0.0866652,0.004923868,0.000169661,0.0001359615,0.0001445899,0.2958103],"genre_scores_gemma":[0.8093684,0.001617885,0.0005124888,0.01564918,0.000697271,0.00006986385,0.00008168434,0.00006139048,0.1719418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03565495,"threshold_uncertainty_score":0.1192777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827960803215696,"score_gpt":0.3985047109967951,"score_spread":0.3702251029646381,"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."}}