{"id":"W4283210950","doi":"10.1111/bju.15834","title":"Impact of the COVID‐19 pandemic on the burnout rates of graduating Canadian Urology residents","year":2022,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Burnout; Medicine; Emotional exhaustion; Pandemic; Coronavirus disease 2019 (COVID-19); Family medicine; Descriptive statistics; Urology; Clinical psychology; Disease; Internal medicine; Infectious disease (medical specialty)","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":[0.001293492,0.0001657706,0.0001374566,0.0005578484,0.001052707,0.0004656517,0.0003635376,0.0003168735,0.001524347],"category_scores_gemma":[0.005268808,0.0001273024,0.000236987,0.0005111668,0.0005033531,0.0002316933,0.0008025997,0.0004354077,0.0001297259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003539853,"about_ca_system_score_gemma":0.007332199,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5927076,"about_ca_topic_score_gemma":0.7161035,"domain_scores_codex":[0.9988989,0.0001542013,0.00003186691,0.00005319945,0.0003980651,0.0004636974],"domain_scores_gemma":[0.9973712,0.0002621145,0.0007494303,0.00003468367,0.0008078682,0.0007747455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008402685,0.00004739347,0.9888895,0.0000560568,0.00002542598,0.00005005257,0.001617015,0.00007562824,0.0002805886,0.00002960873,0.0007088711,0.008135879],"study_design_scores_gemma":[7.856343e-7,0.00002867999,0.998395,0.00001997765,0.000002759431,0.00001689082,0.001245365,0.0000332176,0.00002579561,0.00000272454,0.0002263077,0.000002361734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976943,0.0003421837,0.00003432656,0.0003482446,0.0000186957,0.00001189748,0.0002008097,0.000002267752,0.001347341],"genre_scores_gemma":[0.9992348,0.0002435834,0.00005583345,0.00007734266,0.00001141072,0.00000692272,0.0001509614,8.502882e-7,0.0002183441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4072924,"threshold_uncertainty_score":0.819382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09910653192315264,"score_gpt":0.434792307032464,"score_spread":0.3356857751093114,"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."}}