{"id":"W2969839539","doi":"10.1177/0706743719856002","title":"The Mentally Ill Physician: Issues in Assessment, Treatment and Advocacy","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; University of Toronto; Canadian Mental Health Association","funders":"","keywords":"Mentally ill; Position (finance); Professional standards; Position paper; Family medicine; Psychiatry; Professional association; Psychology; Medicine; Mental health; Mental illness; Political science; Management; Public relations; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0627438,0.0006886839,0.001398593,0.002838559,0.01848367,0.01957092,0.003824382,0.02704914,0.008164523],"category_scores_gemma":[0.1655708,0.0008907812,0.0007362422,0.002486643,0.02578906,0.01612853,0.01036604,0.03636302,0.002524231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01948731,"about_ca_system_score_gemma":0.09741979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04580868,"about_ca_topic_score_gemma":0.1358566,"domain_scores_codex":[0.9566639,0.01995877,0.004082549,0.001471697,0.01358134,0.004241819],"domain_scores_gemma":[0.8263811,0.09129058,0.008025341,0.002946195,0.03193633,0.03942047],"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":[0.00002907719,0.00006481532,0.001026417,0.0005762769,0.0000120836,0.0006873138,0.008002561,0.00006688918,0.0001066252,0.03682476,0.8589225,0.09368077],"study_design_scores_gemma":[0.00005008848,0.0001009755,0.0033369,0.005935577,0.00001550737,0.002024769,0.0247145,0.000197931,0.00009049616,0.05483503,0.9085731,0.0001251939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0002063096,0.007064101,0.000174945,0.97911,0.01089496,0.000008282922,0.000005855367,0.000004831289,0.002530816],"genre_scores_gemma":[0.06601856,0.09154164,0.006957307,0.7090375,0.1111087,0.0002407911,0.00008560081,0.0001113389,0.01489867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0627438,"threshold_uncertainty_score":0.3318249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935240641715246,"score_gpt":0.4144846766889617,"score_spread":0.3851322702718092,"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."}}