{"id":"W3200731423","doi":"10.1111/medu.14671","title":"Self in medicine: Determinants of physician well‐being and future directions in improving wellness","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lions Gate Hospital; University of British Columbia","funders":"","keywords":"Burnout; Psychological intervention; Medicine; Lagging; Health care; MEDLINE; Nursing; Transformational leadership; Family medicine; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003551688,0.0002344168,0.000523138,0.0007076316,0.001185123,0.002403524,0.0005511477,0.001393534,0.007639057],"category_scores_gemma":[0.01479677,0.0002088462,0.0006028822,0.0008676482,0.00203994,0.002493892,0.001699438,0.002426768,0.0003438349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002360627,"about_ca_system_score_gemma":0.01025544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01224626,"about_ca_topic_score_gemma":0.01583233,"domain_scores_codex":[0.9982488,0.001032939,0.00005808313,0.0001358826,0.0002030319,0.0003212809],"domain_scores_gemma":[0.9850659,0.006226386,0.002225717,0.000257846,0.001123004,0.005101149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002259259,0.0009865364,0.6065157,0.002022339,0.0003201173,0.0003310886,0.007759225,0.0005062901,0.0004397997,0.01942627,0.02585893,0.3356079],"study_design_scores_gemma":[0.00004241673,0.000438778,0.9221529,0.004963284,0.0001694039,0.0004042756,0.01845453,0.001007091,0.0002411888,0.01849763,0.03357018,0.00005830572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2942816,0.16267,0.001863852,0.5255445,0.001166012,0.00005720218,0.0002841413,0.00005145072,0.01408123],"genre_scores_gemma":[0.9450436,0.04367552,0.001586766,0.007820278,0.0006923531,0.00005201986,0.000101799,0.000009412957,0.001018229],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01224626,"threshold_uncertainty_score":0.02555519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697395104282663,"score_gpt":0.418371976517447,"score_spread":0.4013980254746203,"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."}}