{"id":"W4412932184","doi":"10.1213/ane.0000000000007672","title":"Burnout Syndrome Among Perioperative Healthcare Providers in Rwanda","year":2025,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Children's Hospital of Eastern Ontario; Ottawa Hospital; Hospital for Sick Children; University of Ottawa","funders":"","keywords":"Burnout; Emotional exhaustion; Depersonalization; Medicine; Health care; Family medicine; Cross-sectional study; Perioperative; Public health; Nursing; Clinical psychology; Surgery","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":[0.0007225964,0.000172972,0.0001749644,0.0006086619,0.0007472656,0.0004205183,0.000150005,0.0002160722,0.001303845],"category_scores_gemma":[0.00194226,0.0001650189,0.00013109,0.0003928212,0.000420955,0.0002135847,0.0005919269,0.000308411,0.0001329766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003997287,"about_ca_system_score_gemma":0.001012973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003408659,"about_ca_topic_score_gemma":0.006053899,"domain_scores_codex":[0.9994949,0.0002444804,0.000040236,0.00003744018,0.00006231428,0.0001205407],"domain_scores_gemma":[0.9990773,0.0001630735,0.0005060438,0.00001911568,0.0001144633,0.0001199935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005720706,0.00008072746,0.9814293,0.0001697916,0.00002849592,0.0006339843,0.004555251,0.00003873312,0.001551002,0.0001008957,0.0008887367,0.01046599],"study_design_scores_gemma":[0.00001163854,0.0002444973,0.985355,0.0003513813,0.00002381436,0.001973464,0.01007298,0.0001186542,0.0001532688,0.0000601402,0.001627121,0.000008081832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974317,0.001252746,0.00008635821,0.0004877473,0.00002915903,0.00001772779,0.00003871995,0.000002571317,0.0006532026],"genre_scores_gemma":[0.9984682,0.001169558,0.00009955015,0.00009689203,0.00002030837,0.00001910497,0.0000315559,7.69887e-7,0.00009398274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003408659,"threshold_uncertainty_score":0.006777644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02448205856864832,"score_gpt":0.3736283253887287,"score_spread":0.3491462668200804,"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."}}