{"id":"W3118637898","doi":"10.37964/cr24730","title":"PERSPECTIVE: No person left behind: improving physician wellness in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Burnout; Government (linguistics); Perspective (graphical); Health care; Nursing; Medicine; Population health; Population; Family medicine; Public relations; Environmental health; Public health; Political science; Psychiatry; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005160595,0.0002824812,0.0007071487,0.0003192116,0.0006373411,0.00003050074,0.0004324466,0.0001627798,0.0005891614],"category_scores_gemma":[0.000327991,0.0002967808,0.0001883979,0.0002678046,0.00008184618,0.000405062,0.00002017009,0.002035009,0.0001052217],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01405289,"about_ca_system_score_gemma":0.1346577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9637983,"about_ca_topic_score_gemma":0.9991582,"domain_scores_codex":[0.9964986,0.0006226684,0.0007147077,0.0003198371,0.0004058362,0.001438296],"domain_scores_gemma":[0.9969027,0.0003791045,0.0005396584,0.0003357352,0.0008504298,0.0009923548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002543885,0.0001679343,0.3546829,0.003032824,0.0004248016,0.008719305,0.1258245,0.0001576716,0.003600709,0.008365523,0.4282717,0.0664978],"study_design_scores_gemma":[0.003006123,0.0001806491,0.2599246,0.001376071,0.0001264555,0.0000524411,0.6524061,0.00006508655,0.0009603239,0.001204383,0.07962965,0.001068125],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5444785,0.01031077,0.00007392184,0.2100084,0.01307568,0.001044157,0.0002588829,0.00004162541,0.220708],"genre_scores_gemma":[0.9200212,0.00001171501,0.00007280819,0.07503237,0.002057281,0.000004492347,0.00001031049,0.00005511038,0.002734682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5265816,"threshold_uncertainty_score":0.9999484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07789050821414766,"score_gpt":0.3344428953713169,"score_spread":0.2565523871571692,"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."}}