{"id":"W3202870527","doi":"10.1016/j.ijrobp.2021.07.704","title":"Canadian Radiation Oncology 2020, Work Engagement and Burnout Survey","year":2021,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of Alberta; Acadia University; Queen's University; University of British Columbia","funders":"","keywords":"Burnout; Depersonalization; Medicine; Emotional exhaustion; Family medicine; Radiation oncology; Work engagement; Work (physics); Clinical psychology; Radiation therapy; Internal medicine","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":[0.002694313,0.0003946198,0.0005141743,0.003193577,0.004032537,0.001217896,0.002264691,0.001008962,0.004788036],"category_scores_gemma":[0.006172972,0.0005135155,0.0007731038,0.006751548,0.0005490559,0.0007307471,0.002009836,0.001647896,0.001443031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04671638,"about_ca_system_score_gemma":0.0915078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9894738,"about_ca_topic_score_gemma":0.9969515,"domain_scores_codex":[0.9982398,0.0001138599,0.0001191416,0.00009164214,0.0008921364,0.0005434686],"domain_scores_gemma":[0.9907341,0.0002653668,0.0007087397,0.0001108051,0.004771973,0.003408961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002507085,0.0004123663,0.7945622,0.0003279027,0.0001165423,0.00007820428,0.002105678,0.0004285167,0.0001830773,0.0004513754,0.1828423,0.01824116],"study_design_scores_gemma":[0.00001743259,0.00002282945,0.9818305,0.00007235877,0.00001615346,0.00001951395,0.001322328,0.00009223037,0.00003181681,0.0000325969,0.01652451,0.00001763961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6433491,0.003023723,0.0003771799,0.01599246,0.0003871113,0.001126833,0.2909802,0.0001300653,0.04463325],"genre_scores_gemma":[0.8026577,0.004514103,0.001833524,0.007683044,0.0001559161,0.001609446,0.145638,0.0001114962,0.03579688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9894738,"threshold_uncertainty_score":0.3389526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02409593052644636,"score_gpt":0.3781429916132887,"score_spread":0.3540470610868424,"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."}}