{"id":"W4411031918","doi":"10.1007/978-3-031-86286-1_13","title":"Improving Wellbeing and Reaching Success in Critical Care and Perioperative Medicine","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Perioperative; Perioperative medicine; Intensive care medicine; Medicine; 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":[0.0008064236,0.0005777937,0.0003294265,0.0006993052,0.001933645,0.004103496,0.0005087265,0.00171417,0.01139428],"category_scores_gemma":[0.001252212,0.0002014825,0.0002113764,0.001001237,0.003170372,0.003245337,0.002143475,0.003641337,0.0029378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00197807,"about_ca_system_score_gemma":0.003645486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003881767,"about_ca_topic_score_gemma":0.01553745,"domain_scores_codex":[0.9995493,0.0001849803,0.00001334445,0.00002677698,0.0001604106,0.00006519187],"domain_scores_gemma":[0.999592,0.0002203037,0.00002140648,0.00001453227,0.00006111058,0.00009057305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001457144,0.0001120568,0.0003265921,0.0004204372,0.000006867432,0.0001017832,0.006602828,0.0002248003,0.0002659738,0.2238986,0.4914643,0.2765613],"study_design_scores_gemma":[0.000003602289,0.00002551748,0.001392264,0.0008075754,0.000003821839,0.0001564166,0.003621676,0.00009013825,0.0001198056,0.07102296,0.922747,0.000009251871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003237912,0.1450508,0.003441058,0.0556255,0.008153373,0.00005526853,0.00005207286,0.00007158476,0.7843125],"genre_scores_gemma":[0.04625608,0.1045048,0.005246188,0.02243903,0.003216608,0.0001520127,0.00007753482,0.0001178767,0.8179898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01139428,"threshold_uncertainty_score":0.03811771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06062844450198768,"score_gpt":0.4550083525765414,"score_spread":0.3943799080745537,"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."}}