{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005814178,0.0001440625,0.0004573989,0.00007421072,0.0002111927,0.000002899846,0.0001344184,0.0003281253,0.0005844563],"category_scores_gemma":[0.0009103722,0.00014274,0.00002292102,0.0002821029,0.00006531204,0.0002335746,0.0001857043,0.001825618,0.000004046705],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003152637,"about_ca_system_score_gemma":0.02190964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.984307,"about_ca_topic_score_gemma":0.999594,"domain_scores_codex":[0.9965218,0.001723301,0.0006025215,0.0003748123,0.0002648833,0.0005126884],"domain_scores_gemma":[0.9955164,0.003211132,0.000476126,0.0002363604,0.0004482045,0.0001117538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002049838,0.0001638312,0.9528218,0.000783374,0.00001973551,0.000376546,0.02516128,0.00004056765,0.00007019397,0.000176852,0.00195191,0.01822892],"study_design_scores_gemma":[0.001475984,0.0000831846,0.7614403,0.003461246,0.00003958952,0.000006402144,0.06667522,0.00002638145,0.00003298952,0.00003010986,0.1665684,0.0001601661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491089,0.007740695,0.000003006962,0.02378945,0.001323063,0.0005960198,0.00004430701,0.00001027552,0.01738428],"genre_scores_gemma":[0.9854866,0.003328186,0.0005837781,0.006062484,0.00008995103,0.0001811107,0.00001283705,0.00001508104,0.004239921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913815,"threshold_uncertainty_score":0.9836352,"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."}}