{"id":"W4414380233","doi":"10.1093/occmed/kqae114","title":"Implementing REVEL framework: key lessons for healthcare workplace wellbeing","year":2025,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Lawson Health Research Institute; Western University","funders":"Public Health Agency of Canada","keywords":"Resilience (materials science); Key (lock); Health care; Psychological resilience; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.08831931,0.001103941,0.001302871,0.001633057,0.01001889,0.01760651,0.007111019,0.01848501,0.005864277],"category_scores_gemma":[0.04772878,0.0005935698,0.002496259,0.001124999,0.03418276,0.01744467,0.02546523,0.02632398,0.001552577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01558828,"about_ca_system_score_gemma":0.08454079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02162471,"about_ca_topic_score_gemma":0.04818564,"domain_scores_codex":[0.9140645,0.06546342,0.00264714,0.003090808,0.008383423,0.006350824],"domain_scores_gemma":[0.9609524,0.02419135,0.00152122,0.002052678,0.005964657,0.005317773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006752282,0.0001663854,0.0004616702,0.002191516,0.00004141226,0.0006052675,0.05591037,0.00045703,0.0002727592,0.7153952,0.1543011,0.07012978],"study_design_scores_gemma":[0.00005970697,0.0001398259,0.0004691595,0.005919379,0.00002849459,0.0002959934,0.04125427,0.0003298951,0.0002933544,0.1504088,0.8006749,0.0001262635],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001806095,0.008207423,0.01029718,0.9569288,0.003585605,0.0001428457,0.00004344329,0.0001179602,0.0188707],"genre_scores_gemma":[0.2130335,0.02297319,0.1018909,0.6237494,0.004985685,0.00221789,0.0002232441,0.000469114,0.03045703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08831931,"threshold_uncertainty_score":0.4670827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07230434358999663,"score_gpt":0.491695062123124,"score_spread":0.4193907185331274,"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."}}