{"id":"W4411412356","doi":"10.36834/cmej.80147","title":"Fostering advocacy of physician health and accessibility from training into practice","year":2025,"lang":"en","type":"letter","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Professional Engineers Ontario; Ottawa Hospital","funders":"","keywords":"Training (meteorology); Medical education; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01256276,0.0003737488,0.0004569155,0.000810424,0.01705816,0.008078375,0.001756429,0.07140467,0.006762326],"category_scores_gemma":[0.06168602,0.0007222071,0.0006313628,0.0005833827,0.009945955,0.007485518,0.009521532,0.05013503,0.002475516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01534259,"about_ca_system_score_gemma":0.05357506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08693925,"about_ca_topic_score_gemma":0.2100691,"domain_scores_codex":[0.9792956,0.006124938,0.001099639,0.00117712,0.007067034,0.005235751],"domain_scores_gemma":[0.9440035,0.02802744,0.003926704,0.0009445238,0.007789591,0.01530822],"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":[0.00004451322,0.0001533732,0.004023156,0.0002279515,0.00001279975,0.002913694,0.01186924,0.00007668343,0.001483462,0.03045394,0.9167486,0.0319926],"study_design_scores_gemma":[0.00007413179,0.00007423663,0.005142952,0.0007829067,0.00001966704,0.001903065,0.01525914,0.0003880248,0.0006603218,0.01603047,0.9595746,0.00009029597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001106046,0.0005871039,0.0001074256,0.987821,0.003152499,0.00001266288,0.000005199102,0.000008924068,0.007199055],"genre_scores_gemma":[0.02554075,0.0008243507,0.0004687819,0.9551181,0.004571915,0.00005415238,0.000008929729,0.00001705691,0.01339597],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08693925,"threshold_uncertainty_score":0.1728664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07117799883594599,"score_gpt":0.4916429425910164,"score_spread":0.4204649437550704,"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."}}