{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009527205,0.0001058433,0.0003320679,0.0001714685,0.000205412,0.000002323273,0.00008787648,0.0002841103,0.0004347102],"category_scores_gemma":[0.0009408618,0.00008660333,0.00001962199,0.0005133863,0.00005692969,0.00009400523,0.00007334045,0.0007499554,0.0000075778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131217,"about_ca_system_score_gemma":0.003262031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002448301,"about_ca_topic_score_gemma":0.005488664,"domain_scores_codex":[0.9977933,0.0006200254,0.0006713544,0.0002617738,0.0003433488,0.0003102113],"domain_scores_gemma":[0.9989299,0.0004224777,0.0001768848,0.000171268,0.0001432861,0.0001561402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000110342,0.0003651275,0.2967887,0.00151407,0.000002860429,0.00001007589,0.01629441,4.111001e-8,0.00006010147,0.0007518033,0.0005432956,0.6836585],"study_design_scores_gemma":[0.001628414,0.00005440996,0.7955347,0.01531866,0.00002149552,0.000008309193,0.0642027,0.001375082,0.0002436879,0.002045528,0.1193189,0.0002481101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521081,0.004566733,0.00001014969,0.03507844,0.003469112,0.0003428294,0.000001609494,0.00002472506,0.004398236],"genre_scores_gemma":[0.9901123,0.003089032,0.0002486336,0.004332722,0.001629159,0.0001542868,0.00002217484,0.0000163992,0.0003952866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6834104,"threshold_uncertainty_score":0.5786703,"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."}}