{"id":"W4247834856","doi":"10.1503/cmaj.181687","title":"Physician suicide","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association; McMaster University Medical Centre; McMaster University; University of Toronto","funders":"","keywords":"Confidence interval; Medicine; Suicide rates; Suicide prevention; Poison control; Occupational safety and health; Suicide Risk; Injury prevention; Family medicine; Medical emergency; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001013573,0.0002995464,0.0003563377,0.001496147,0.001003347,0.0007374778,0.0004236713,0.0006653845,0.03980253],"category_scores_gemma":[0.01204597,0.0002037236,0.0007656647,0.001131453,0.0002556576,0.0004620082,0.0009573702,0.0009737298,0.008766591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363975,"about_ca_system_score_gemma":0.002653964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0120087,"about_ca_topic_score_gemma":0.01582778,"domain_scores_codex":[0.9980452,0.0004186459,0.0002127139,0.0001773035,0.0008723232,0.0002737129],"domain_scores_gemma":[0.9937122,0.0008838734,0.001471945,0.0003731845,0.002263333,0.00129555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003601144,0.0002862558,0.2985903,0.001317841,0.0003521956,0.000693598,0.001496615,0.0001784492,0.0003155722,0.002949096,0.2923827,0.4010773],"study_design_scores_gemma":[0.0001185047,0.000406277,0.6796828,0.002558669,0.0001657971,0.006465041,0.00296937,0.0003788809,0.0004432003,0.002658505,0.3041012,0.00005178668],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3696932,0.03240031,0.005537566,0.0392613,0.006619044,0.001672156,0.05557675,0.0008472593,0.4883925],"genre_scores_gemma":[0.8224944,0.02191567,0.003114482,0.01336441,0.001717759,0.0006316472,0.02302961,0.000111874,0.1136202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9879913,"threshold_uncertainty_score":0.1331527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02675659942729834,"score_gpt":0.3851262109336664,"score_spread":0.358369611506368,"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."}}