{"id":"W3037597162","doi":"10.1017/cem.2020.431","title":"Emergency medicine physician burnout and wellness in Canada before COVID19: A national survey","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; London Health Sciences Centre; McMaster University; Queen's University; Children’s Health Research Institute; University of Toronto","funders":"","keywords":"Burnout; Medicine; Specialty; Mental health; Family medicine; Psychological intervention; Depression (economics); Pandemic; Respondent; Patient Health Questionnaire; Occupational safety and health; Psychiatry; Coronavirus disease 2019 (COVID-19); Anxiety; Clinical psychology; Depressive symptoms","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":[0.001059011,0.0003687826,0.000662217,0.001747561,0.005570709,0.001920787,0.001766791,0.001938549,0.003194698],"category_scores_gemma":[0.003724629,0.0009103184,0.0008712544,0.003831337,0.001011219,0.001004713,0.001992894,0.003356893,0.0005712634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04228602,"about_ca_system_score_gemma":0.0661332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9920809,"about_ca_topic_score_gemma":0.9965953,"domain_scores_codex":[0.9971009,0.0001912775,0.0001713149,0.0001959929,0.0008823904,0.001458114],"domain_scores_gemma":[0.9915671,0.0002719497,0.001155485,0.000123539,0.003203809,0.003678127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006260037,0.0002399223,0.9904767,0.00004202461,0.00004938091,0.0001008732,0.002525943,0.0000612623,0.00008882537,0.00008079063,0.003687379,0.002584234],"study_design_scores_gemma":[0.000004174131,0.00001792627,0.9959313,0.00003372032,0.00000663133,0.00001757428,0.002864218,0.00004514579,0.00001398086,0.000005809478,0.001050191,0.000009199624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871996,0.0006143381,0.00008408157,0.002297628,0.00007555223,0.0001495244,0.005066901,0.00001321297,0.004499118],"genre_scores_gemma":[0.9907386,0.0008393862,0.0002377438,0.001592855,0.00003884078,0.0001140064,0.003211908,0.00001472062,0.003212041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04228602,"threshold_uncertainty_score":0.306808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1658202637866456,"score_gpt":0.4364212053242676,"score_spread":0.270600941537622,"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."}}