{"id":"W3157565281","doi":"10.1093/heapro/daab061","title":"Advancing physician wellness, engagement and excellence in a mental health setting: a Canadian perspective","year":2021,"lang":"en","type":"article","venue":"Health Promotion International","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mentorship; Mental health; Burnout; Excellence; Organizational culture; Accountability; Nursing; Psychology; Medicine; Medical education; Public relations; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002405991,0.0002077061,0.0003543845,0.0003241229,0.001721645,0.00002315812,0.0001572648,0.000126814,0.0008632286],"category_scores_gemma":[0.0002986435,0.0002150692,0.00004633354,0.0002989977,0.00004582917,0.0002483172,0.0001755652,0.001109733,0.00006983834],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004197611,"about_ca_system_score_gemma":0.008516968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1214094,"about_ca_topic_score_gemma":0.2868157,"domain_scores_codex":[0.9951299,0.001837818,0.0009026191,0.0006157649,0.0004920481,0.001021793],"domain_scores_gemma":[0.9981101,0.0001927295,0.0004231131,0.0001993656,0.0004090675,0.0006656058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001619927,0.001884039,0.3062093,0.003419776,0.0001444553,0.0001609324,0.2019737,0.00004209557,0.0003189358,0.122432,0.06729661,0.2959562],"study_design_scores_gemma":[0.006023177,0.0006898761,0.2703815,0.02603512,0.000007976737,0.00005507801,0.252916,0.005782941,0.0001215281,0.01557648,0.4213374,0.001072847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09678401,0.004357337,0.00058133,0.8812774,0.004593354,0.002438485,0.0004070434,0.0001074947,0.009453555],"genre_scores_gemma":[0.9667651,0.003163044,0.001602893,0.02566129,0.0006363395,0.0003347312,0.0003387994,0.0000367887,0.001461031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8699811,"threshold_uncertainty_score":0.9996251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04889437679796847,"score_gpt":0.4406134697534779,"score_spread":0.3917190929555094,"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."}}