{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002401587,0.0002389278,0.000546386,0.0003681385,0.0002296256,0.000004974863,0.0002238701,0.0004755637,0.003350046],"category_scores_gemma":[0.0009207075,0.0001670111,0.00004576406,0.0007049988,0.0001303859,0.0001311517,0.0001848253,0.002158801,0.0001768974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298125,"about_ca_system_score_gemma":0.0006459891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00529658,"about_ca_topic_score_gemma":0.00552663,"domain_scores_codex":[0.995932,0.000605699,0.001297635,0.0005344765,0.0007855098,0.0008446773],"domain_scores_gemma":[0.9982666,0.0008184987,0.00009958004,0.0002244955,0.00005854501,0.0005322721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001273715,0.000252435,0.6194711,0.006520739,0.00004406461,0.0009476771,0.01967468,0.000001262047,0.0005770758,0.01757045,0.05172918,0.283084],"study_design_scores_gemma":[0.003818138,0.0003557989,0.6898562,0.08356009,0.0000365275,0.00001112697,0.01436714,0.006777525,0.00001340132,0.06547064,0.1349317,0.0008017197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6774746,0.04331547,0.0001397703,0.2357046,0.007332958,0.001045745,0.0000139287,0.0002065125,0.03476646],"genre_scores_gemma":[0.9855779,0.006094616,0.00003164177,0.002081827,0.001806779,0.000130899,0.00002391406,0.00003995983,0.004212505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3081033,"threshold_uncertainty_score":0.997561,"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."}}