{"id":"W4296708556","doi":"10.1136/bmjopen-2021-060138","title":"Impact of the COVID-19 pandemic upon self-reported physician burnout in Ontario, Canada: evidence from a repeated cross-sectional survey","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ontario Medical Association","funders":"Ontario Medical Association","keywords":"Burnout; Medicine; Pandemic; Cross-sectional study; Family medicine; Coronavirus disease 2019 (COVID-19); Public health; Demography; Nursing; Clinical psychology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007178926,0.0002344289,0.0005918557,0.00007966842,0.00177133,0.00002865572,0.001218493,0.0001760518,0.004884101],"category_scores_gemma":[0.002536386,0.0001659153,0.0001343082,0.0006284489,0.00004212155,0.0002164724,0.001521018,0.00185507,0.000007678763],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00902613,"about_ca_system_score_gemma":0.07896823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9996876,"about_ca_topic_score_gemma":0.9995292,"domain_scores_codex":[0.9906757,0.005436809,0.001575789,0.0006034888,0.001070861,0.0006373253],"domain_scores_gemma":[0.9944589,0.002576,0.001338336,0.000955295,0.0003582988,0.0003132061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00103816,0.0001177298,0.9903119,0.00007106242,0.0001149601,0.00003663384,0.002569781,0.0006794701,0.0001209439,0.000005832169,0.004858679,0.00007481771],"study_design_scores_gemma":[0.001235453,0.00007777068,0.9957885,0.0006057005,0.00001130583,0.000008266114,0.0004369887,0.0001640393,0.000002630355,0.000156105,0.001312065,0.0002011335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894264,0.0001241872,0.000002873805,0.0009182954,0.001186831,0.006755402,0.001059771,0.00003506874,0.0004912102],"genre_scores_gemma":[0.9925882,0.00001038934,0.00002178448,0.002988758,0.0000961444,0.001977886,0.0003568697,0.00002727875,0.001932673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06994211,"threshold_uncertainty_score":0.9995282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3318795525627426,"score_gpt":0.5397757222979078,"score_spread":0.2078961697351652,"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."}}