{"id":"W4310047960","doi":"10.1136/leader-2022-000595","title":"Evolution of a physician wellness, engagement and excellence strategy: lessons learnt in a mental health setting","year":2022,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Excellence; Mental health; Psychology; Nursing; Medical education; Medicine; Psychotherapist; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01489363,0.0004251666,0.0003286206,0.0005515224,0.001846356,0.003356564,0.002200772,0.001272497,0.0009944428],"category_scores_gemma":[0.01669908,0.0002742614,0.0006172439,0.0006528146,0.001901716,0.002346795,0.003619528,0.002457794,0.0002267682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005038926,"about_ca_system_score_gemma":0.01539438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181111,"about_ca_topic_score_gemma":0.03890624,"domain_scores_codex":[0.9899601,0.006504004,0.0003057503,0.0003155581,0.001312311,0.001602223],"domain_scores_gemma":[0.9906591,0.003031359,0.0006340812,0.000360164,0.001052177,0.004263126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002905173,0.008842356,0.04100631,0.003523188,0.0001270908,0.00161526,0.07341642,0.001509219,0.001382341,0.002972458,0.01454557,0.8507692],"study_design_scores_gemma":[0.001345974,0.02776648,0.3976055,0.01115642,0.0004419697,0.003177839,0.3796622,0.006911984,0.006073738,0.007478,0.1580498,0.0003300756],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116025,0.008912298,0.00480132,0.06201574,0.0007779132,0.0009425487,0.00009752338,0.000171712,0.01067857],"genre_scores_gemma":[0.9659065,0.007426676,0.02093904,0.003318186,0.000305919,0.000484793,0.00008971661,0.000035459,0.00149375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01489363,"threshold_uncertainty_score":0.07876599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159333332941577,"score_gpt":0.4607531032996772,"score_spread":0.3448197700055196,"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."}}