{"id":"W4309785568","doi":"10.36834/cmej.75273","title":"The importance of emphasizing role-modelling in the CanMEDS framework to enhance medical education","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal; Université Laval; Mental Health Research Canada; University of Ottawa","funders":"","keywords":"Computer science; Data science; Engineering ethics; Medical education; Computational biology; Medicine; Biology; Engineering","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":[0.04419665,0.0009137701,0.0007087299,0.001937871,0.004657921,0.01332875,0.003396698,0.005685195,0.006168738],"category_scores_gemma":[0.04580924,0.0007310643,0.001366779,0.001763196,0.01014821,0.01435847,0.01361362,0.01191041,0.002711308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00905659,"about_ca_system_score_gemma":0.03931105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01277315,"about_ca_topic_score_gemma":0.0289728,"domain_scores_codex":[0.9542561,0.03263222,0.001598266,0.001074261,0.008553577,0.001885562],"domain_scores_gemma":[0.9387136,0.03826977,0.002531822,0.004192049,0.006838628,0.009454174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000152852,0.0004153645,0.002754005,0.002694301,0.000104467,0.0004571407,0.05669691,0.003246781,0.001349813,0.658074,0.06378092,0.2102734],"study_design_scores_gemma":[0.00007208304,0.0001429307,0.001255456,0.005720971,0.00006597677,0.0009485974,0.0135528,0.003188573,0.000858381,0.3297839,0.6442477,0.0001626759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01216726,0.01520405,0.3404692,0.4174529,0.007280347,0.0007157773,0.0002315304,0.001235941,0.2052429],"genre_scores_gemma":[0.3132551,0.01551117,0.5828952,0.0576134,0.001606095,0.001413437,0.000494293,0.0005194572,0.02669175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04419665,"threshold_uncertainty_score":0.233737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583950925515244,"score_gpt":0.4405972583074265,"score_spread":0.4247577490522741,"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."}}