{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004616116,0.0004993327,0.0007881105,0.001010931,0.01914193,0.006678174,0.004010819,0.01777827,0.008162358],"category_scores_gemma":[0.01507491,0.0003014694,0.001036824,0.002281432,0.008283701,0.00344107,0.003094353,0.01925581,0.000660962],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1186965,"about_ca_system_score_gemma":0.4499902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9850643,"about_ca_topic_score_gemma":0.9956442,"domain_scores_codex":[0.9923053,0.001179055,0.0002972066,0.0005996986,0.002660917,0.002957941],"domain_scores_gemma":[0.9767586,0.002449203,0.000934415,0.0001965003,0.009276316,0.01038493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000886325,0.00008216553,0.009126862,0.001412271,0.00007506492,0.001394752,0.01073031,0.0003691422,0.0004227569,0.04841681,0.885027,0.04285416],"study_design_scores_gemma":[0.00009885101,0.0001092217,0.02241771,0.00505518,0.0001573125,0.0008922077,0.03751266,0.000549247,0.0002759173,0.0129887,0.9197459,0.0001970741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002653934,0.01007168,0.000123386,0.9721916,0.005941609,0.00001689958,0.0001024941,0.000007795519,0.008890546],"genre_scores_gemma":[0.1136077,0.03026174,0.0007503977,0.8369133,0.006890401,0.00003390023,0.0001189801,0.00002691979,0.01139672],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8813035,"threshold_uncertainty_score":0.8612074,"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."}}