{"id":"W3161247348","doi":"10.1007/s12630-021-02031-0","title":"Survey of Canadian residency program directors: mentorship for anesthesia medical students and residents","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Mentorship; Medical education; Medical school; Residency training; Medicine; Family medicine; Psychology","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":[0.002472712,0.0003382178,0.0003589467,0.002483942,0.003153955,0.001263445,0.001997358,0.001167879,0.004407171],"category_scores_gemma":[0.008807654,0.000517183,0.0005414005,0.004213237,0.0006918125,0.0005820195,0.001489212,0.001364756,0.0005645754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02485254,"about_ca_system_score_gemma":0.05984514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9706607,"about_ca_topic_score_gemma":0.9882438,"domain_scores_codex":[0.9963114,0.0003173217,0.000218414,0.000214932,0.001787676,0.001150238],"domain_scores_gemma":[0.97887,0.0006470462,0.002983968,0.0001832736,0.008653148,0.00866249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008342456,0.0001428097,0.9790897,0.00008724029,0.00006328661,0.00007692456,0.002486664,0.0000392145,0.0001579471,0.00009280891,0.01110038,0.006579618],"study_design_scores_gemma":[0.000007967825,0.00002929088,0.9932481,0.0000345593,0.000009676201,0.00003616752,0.003435327,0.00004271474,0.0000250859,0.000005186058,0.003115193,0.00001067705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726636,0.001574253,0.0001015654,0.005256757,0.0001296068,0.0002821111,0.00886013,0.00002650627,0.01110534],"genre_scores_gemma":[0.9897323,0.001654051,0.0002436854,0.001800294,0.00005818452,0.0001077539,0.002718534,0.00001371595,0.003671414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9706607,"threshold_uncertainty_score":0.1803187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031785131549155,"score_gpt":0.3052765262601955,"score_spread":0.2649586749447039,"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."}}