{"id":"W3007425480","doi":"10.1177/0846537120904452","title":"Etiology of Burnout in Canadian Radiologists and Trainees","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Association Canadienne des Radiologistes","keywords":"Medicine; Burnout; Workload; Demographics; Family medicine; Radiological weapon; Depersonalization; Radiology; Emotional exhaustion; Clinical psychology; Demography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001941763,0.0002913162,0.0003524524,0.00214534,0.00492107,0.001305467,0.0009799798,0.0008389785,0.002923743],"category_scores_gemma":[0.009616493,0.000327254,0.0004005263,0.002696606,0.001946333,0.000364757,0.001944308,0.0008597292,0.0001705921],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01873016,"about_ca_system_score_gemma":0.03459325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8767979,"about_ca_topic_score_gemma":0.8527783,"domain_scores_codex":[0.9971048,0.00035177,0.0000978987,0.0001829868,0.001173024,0.001089382],"domain_scores_gemma":[0.9948705,0.0004860298,0.001405911,0.00009489064,0.001606843,0.001535828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009621845,0.0000624063,0.9636623,0.0002153799,0.00003942893,0.0004251718,0.01407368,0.00008068579,0.0003170179,0.0005789559,0.004411685,0.01603721],"study_design_scores_gemma":[0.000004751974,0.00002420838,0.9858429,0.0002171614,0.00001240463,0.0003001166,0.01071303,0.00009990323,0.00004591302,0.0001151195,0.002610298,0.00001425649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841764,0.003217548,0.0001518127,0.004373045,0.000105812,0.00005096683,0.0003424805,0.00001087907,0.007571134],"genre_scores_gemma":[0.9980472,0.001054273,0.00009171625,0.0002944612,0.00003119932,0.00001398005,0.000134404,0.000002947886,0.0003297649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9812698,"threshold_uncertainty_score":0.2478552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04821112743373406,"score_gpt":0.3699538311819677,"score_spread":0.3217427037482337,"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."}}