{"id":"W4406956636","doi":"10.36834/cmej.79033","title":"Enhancing professionalism in post-graduate medical education: the initial implementation and evaluation of a longitudinal curriculum for geriatrics residents in Toronto, Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Curriculum; Thematic analysis; Medical education; Focus group; Geriatrics; Likert scale; Medicine; Graduate medical education; Identity (music); Psychology; Qualitative research; Pedagogy; Sociology; Accreditation","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":[0.00549599,0.000605207,0.0003806997,0.000668158,0.003237608,0.0009799475,0.001943525,0.0006896707,0.001120189],"category_scores_gemma":[0.007742748,0.0003995312,0.0004090604,0.0006776478,0.001257414,0.0003995462,0.002232376,0.0009511531,0.0002227022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03594694,"about_ca_system_score_gemma":0.1012568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6977565,"about_ca_topic_score_gemma":0.910875,"domain_scores_codex":[0.9972152,0.0006344977,0.0001500467,0.0002064526,0.0007170313,0.001076816],"domain_scores_gemma":[0.9879628,0.0006086026,0.000678464,0.0002266543,0.003681656,0.006841884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005436011,0.05342025,0.2714125,0.002865926,0.0002302846,0.002372722,0.1233223,0.004998448,0.02015534,0.0004671476,0.01007423,0.5052449],"study_design_scores_gemma":[0.001262423,0.0315605,0.9198186,0.0005088435,0.0001251367,0.0001780498,0.02697343,0.001334296,0.004298302,0.00008525602,0.01375775,0.0000973102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966425,0.0001525375,0.0002183583,0.0003856336,0.00002392206,0.001555447,0.0001048443,0.00003656979,0.0008802995],"genre_scores_gemma":[0.9911621,0.0005032469,0.003986748,0.0003000271,0.00002985838,0.001173767,0.0003028328,0.00001048712,0.002531048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3022435,"threshold_uncertainty_score":0.6080469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237791985412327,"score_gpt":0.4538653476834904,"score_spread":0.4214874278293672,"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."}}