{"id":"W3014027072","doi":"10.5206/uwomj.v88i2.7591","title":"Psychiatry and mental health in the medical community","year":2020,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychiatry; Unit (ring theory); Medical school; Burnout; Military psychiatry; Medicine; Medical education; Psychology; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00151961,0.0001396254,0.0002470309,0.001166782,0.006761503,0.003362427,0.0004457314,0.001688431,0.01308082],"category_scores_gemma":[0.004201282,0.0002155355,0.0002006539,0.000971436,0.004749399,0.001918416,0.003761774,0.00344311,0.0005715224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005589938,"about_ca_system_score_gemma":0.01287182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07893419,"about_ca_topic_score_gemma":0.2217749,"domain_scores_codex":[0.9975591,0.001161247,0.00006611268,0.00008535031,0.0003840165,0.0007441735],"domain_scores_gemma":[0.9933544,0.0004347781,0.0003117204,0.00006757737,0.0004669487,0.005364656],"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":[0.00008217579,0.001019738,0.1980729,0.0005512564,0.0001062876,0.003962378,0.04458766,0.0001194831,0.000625896,0.04443305,0.4557784,0.2506608],"study_design_scores_gemma":[0.00008405386,0.0003046958,0.338387,0.002632155,0.00005060362,0.005993997,0.1602919,0.0001961962,0.0001383095,0.02101911,0.4708161,0.00008579067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1046705,0.04644109,0.0001408063,0.7777153,0.004130199,0.00002504234,0.00006357789,0.00003444881,0.06677906],"genre_scores_gemma":[0.8842003,0.03435121,0.0003411547,0.06584074,0.003630447,0.00003347536,0.00004690383,0.0000217142,0.01153401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07893419,"threshold_uncertainty_score":0.1569495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732959148668394,"score_gpt":0.3239131772630319,"score_spread":0.2865835857763479,"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."}}