{"id":"W4318668552","doi":"10.1097/acm.0000000000005156","title":"The Brain Medicine Fellowship: A Competency-Based Training Program to Treat Complex Brain Disorders","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; South Health Campus; Centre for Addiction and Mental Health; Sunnybrook Health Science Centre; Royal Jubilee Hospital; University Health Network","funders":"Department of Psychiatry, University of Toronto; University of Toronto","keywords":"Specialty; Medical education; Medicine; Cognition; Psychology; Family medicine; Psychiatry","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":[0.00222302,0.000283823,0.0001301839,0.0004075535,0.002105611,0.0006767004,0.000886812,0.0009765485,0.009650923],"category_scores_gemma":[0.005080645,0.0001343394,0.0002893365,0.0001465507,0.001102008,0.0009171863,0.004513641,0.002109222,0.002053815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286431,"about_ca_system_score_gemma":0.01215383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002747204,"about_ca_topic_score_gemma":0.01471086,"domain_scores_codex":[0.9990721,0.0003716263,0.00003328637,0.00006632887,0.0002067917,0.000249902],"domain_scores_gemma":[0.9961867,0.0002362138,0.0002245887,0.00008587992,0.0003125489,0.002954128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001055359,0.002894751,0.01675556,0.000306755,0.00001991883,0.00213643,0.00769939,0.0009400356,0.003518418,0.008714894,0.2959602,0.6609482],"study_design_scores_gemma":[0.0004410019,0.003403082,0.09463392,0.001089645,0.00003550703,0.01415141,0.009592359,0.002354675,0.002531728,0.01251136,0.8591446,0.0001106738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4637921,0.004566642,0.05661536,0.2191999,0.008642456,0.004778216,0.0003917987,0.001332398,0.2406812],"genre_scores_gemma":[0.7242658,0.00619372,0.1146486,0.02799243,0.003017113,0.002983544,0.0005554972,0.0002172798,0.120126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009650923,"threshold_uncertainty_score":0.03228551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241582657174795,"score_gpt":0.3792150063905523,"score_spread":0.2550567406730728,"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."}}