{"id":"W3198675878","doi":"10.1200/op.21.00170","title":"Prevalence and Workplace Drivers of Burnout in Cancer Care Physicians in Ontario, Canada","year":2021,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University; St. Michael's Hospital; Cancer Care Ontario; Queen's University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Burnout; Mental health; Pandemic; Quality (philosophy); Health care; Occupational safety and health; Cancer","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":[0.0006823884,0.0001777084,0.0002222932,0.0009864273,0.002693048,0.000788193,0.0007562314,0.0003451076,0.001589464],"category_scores_gemma":[0.003054856,0.0002929217,0.0002917528,0.002536407,0.0006794597,0.0003072186,0.0007960712,0.0004263068,0.000117423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01864441,"about_ca_system_score_gemma":0.03471185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9879963,"about_ca_topic_score_gemma":0.9942286,"domain_scores_codex":[0.9990859,0.00007371659,0.00005824854,0.0001018445,0.0003710457,0.0003092475],"domain_scores_gemma":[0.9959562,0.000331909,0.00126728,0.00007987269,0.001424866,0.0009398078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001720745,0.00001213716,0.9965348,0.00002710558,0.000009631623,0.00004134208,0.0009410104,0.0000278574,0.00008765424,0.00002549969,0.0005499636,0.001725865],"study_design_scores_gemma":[0.000002716108,0.0000118631,0.9975154,0.00003201822,0.000006316436,0.00003693979,0.001759578,0.00008695041,0.00002269816,0.000007405939,0.0005149326,0.000003236039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952604,0.000688857,0.00009826459,0.0007089883,0.00001332684,0.00003727132,0.001376814,0.000007894475,0.001808276],"genre_scores_gemma":[0.9985985,0.0003963422,0.00009823826,0.0001102152,0.000005668288,0.00001873275,0.0003557216,0.00000189037,0.0004146147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01864441,"threshold_uncertainty_score":0.1352753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129912291476895,"score_gpt":0.4343766510104726,"score_spread":0.3930775280957037,"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."}}