{"id":"W4396976743","doi":"10.57187/s.3421","title":"Physician wellbeing and burnout in emergency medicine in Switzerland","year":2024,"lang":"en","type":"article","venue":"Swiss Medical Weekly","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of Emergency Physicians; University of Toronto; London Health Sciences Centre","funders":"","keywords":"Medicine; Burnout; Family medicine; Psychiatry; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007632585,0.0001561254,0.0001337965,0.001004682,0.0003664149,0.0006055298,0.00007970728,0.0002856745,0.001972002],"category_scores_gemma":[0.002540637,0.00009817127,0.0001700038,0.0007546876,0.0003644883,0.0003037369,0.0006064085,0.0003243264,0.0001797131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005547411,"about_ca_system_score_gemma":0.0004947744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008128329,"about_ca_topic_score_gemma":0.009439334,"domain_scores_codex":[0.9993417,0.0003179922,0.00004888904,0.00005367378,0.0001236504,0.0001141831],"domain_scores_gemma":[0.9976069,0.0005503148,0.001155951,0.00004571263,0.0002228518,0.0004183307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001144255,0.00005867177,0.9821497,0.0001417804,0.00003337617,0.0002573957,0.00376507,0.0001548599,0.0005913129,0.000146553,0.001190084,0.01139669],"study_design_scores_gemma":[0.000001274375,0.0000268425,0.9985765,0.00002710603,0.000002699395,0.00008597813,0.0007614347,0.0000381613,0.00002458668,0.00001172993,0.0004412363,0.000002387639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941241,0.002796931,0.00008929952,0.0008723368,0.00003920115,0.00000528456,0.0001734165,0.000004953248,0.001894507],"genre_scores_gemma":[0.9992203,0.0005212276,0.00002275418,0.00002645534,0.00002406398,0.000003092917,0.00006715756,8.789364e-7,0.0001141417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008128329,"threshold_uncertainty_score":0.01616198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03966756941156106,"score_gpt":0.4367360426421836,"score_spread":0.3970684732306226,"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."}}