{"id":"W3042939441","doi":"10.5489/cuaj.6659","title":"Heterogeneity in urology teaching curricula among Canadian urology residency programs","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Curriculum; Session (web analytics); Urology; Medical education; Medicine; Likert scale; Descriptive statistics; Psychology; Computer science; Pedagogy; Mathematics","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":[0.002595609,0.0002482403,0.000229702,0.002863363,0.002419561,0.001229267,0.001294211,0.0003442155,0.00242472],"category_scores_gemma":[0.01089965,0.0003076603,0.0003562704,0.004635811,0.001107637,0.0003547945,0.001372715,0.0003428179,0.0001433032],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02401901,"about_ca_system_score_gemma":0.03846124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.888532,"about_ca_topic_score_gemma":0.9460528,"domain_scores_codex":[0.9955051,0.0004428683,0.000200812,0.0004614475,0.002079861,0.001309904],"domain_scores_gemma":[0.9911256,0.001317713,0.00131479,0.0001708537,0.002879082,0.003191851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001142096,0.00005655046,0.9430784,0.0002004605,0.00005374512,0.0001764667,0.009750872,0.0003669742,0.001196215,0.0003727642,0.002089791,0.04254358],"study_design_scores_gemma":[0.00000511515,0.00004464286,0.9907505,0.00006555864,0.00001295155,0.0001009592,0.006379141,0.0002383039,0.0001340891,0.00002675154,0.002227622,0.00001443774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948446,0.0006594287,0.0002862883,0.0006477797,0.00002003784,0.0000599943,0.0004726732,0.00002595939,0.00298327],"genre_scores_gemma":[0.998426,0.0004320768,0.000255927,0.0001218444,0.000007969978,0.00001775705,0.0003073913,0.000008464673,0.0004226911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.975981,"threshold_uncertainty_score":0.2242488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865846375088513,"score_gpt":0.2780015668684531,"score_spread":0.259343103117568,"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."}}