{"id":"W4405184040","doi":"10.1007/s11739-024-03811-4","title":"Interventions to reduce burnout in emergency medicine: a national inventory of the Canadian experience to support global implementation of wellness initiatives","year":2024,"lang":"en","type":"review","venue":"Internal and Emergency Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research; Memorial University of Newfoundland; Western University; University of Manitoba","funders":"","keywords":"Burnout; Psychological intervention; Debriefing; Medicine; Mindfulness; Curriculum; Nursing; Grey literature; Intervention (counseling); Medical education; MEDLINE; Psychology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaepi_broad"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006423243,0.001090706,0.003350349,0.003527595,0.00146223,0.00205643,0.001838714,0.000891379,0.00211802],"category_scores_gemma":[0.009584597,0.00040639,0.003035752,0.005384327,0.0005968013,0.0007559709,0.001507217,0.002150072,0.000158406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01410825,"about_ca_system_score_gemma":0.05771976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5575426,"about_ca_topic_score_gemma":0.7885465,"domain_scores_codex":[0.9981306,0.0003299154,0.0002589546,0.0001494333,0.0008808907,0.0002502214],"domain_scores_gemma":[0.9940247,0.002118328,0.0007509222,0.0001040802,0.002341143,0.000660896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004690822,0.0005024858,0.008035465,0.1518735,0.004569637,0.00006523274,0.001277621,0.0004428188,0.0002237001,0.0009222287,0.01223864,0.8193796],"study_design_scores_gemma":[0.0009122522,0.000933099,0.2437808,0.4936869,0.02425331,0.000287579,0.003908808,0.0005488247,0.0005412534,0.0008549546,0.2300675,0.0002248403],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003926555,0.9935364,0.0001111324,0.0008372763,0.0001744659,0.000211541,0.0003350931,0.000008066733,0.0008595224],"genre_scores_gemma":[0.01819983,0.979387,0.001174536,0.0004549623,0.00005087402,0.0001757979,0.000360911,0.000004119304,0.0001919784],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4424574,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2268837649384334,"score_gpt":0.5841488141598157,"score_spread":0.3572650492213822,"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."}}