{"id":"W4408576758","doi":"10.5489/cuaj.9018","title":"Assessing Canadian medical students’ confidence in undergraduate urologic training and preferences for teaching methods","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; McMaster University; McGill University; Université de Montréal","funders":"","keywords":"Medical education; Training (meteorology); Psychology; 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":[0.002833215,0.0002147912,0.0002262596,0.001002397,0.001239349,0.001032049,0.0006258931,0.0004070548,0.003919538],"category_scores_gemma":[0.01118977,0.0002013208,0.0003948302,0.0008765587,0.0005831334,0.0002798647,0.000746343,0.0005529744,0.000246495],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0065024,"about_ca_system_score_gemma":0.01271224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6162625,"about_ca_topic_score_gemma":0.7163684,"domain_scores_codex":[0.9977881,0.0002005425,0.0001138333,0.00009183605,0.001395694,0.0004099561],"domain_scores_gemma":[0.9904496,0.00118426,0.001758685,0.0001645337,0.003327559,0.003115331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009897325,0.0001992998,0.9578028,0.0001271099,0.00003124693,0.00006302798,0.003311347,0.0001480884,0.0005424065,0.000076353,0.002333857,0.03526561],"study_design_scores_gemma":[0.00001030681,0.0001453355,0.9946775,0.00005675354,0.00001204445,0.00007728807,0.002155083,0.0002662189,0.0002063993,0.0000183021,0.002359139,0.00001560582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951904,0.000383815,0.0001232579,0.0005556848,0.00001806016,0.00004816686,0.0003076927,0.0000137191,0.003359185],"genre_scores_gemma":[0.9982993,0.000300458,0.0004411329,0.0001232517,0.00000840037,0.0000133044,0.000222724,0.000002138644,0.000589353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9934976,"threshold_uncertainty_score":0.7719948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05044188770699992,"score_gpt":0.4181655997267898,"score_spread":0.3677237120197899,"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."}}