{"id":"W2606344382","doi":"10.5489/cuaj.4132","title":"Study habits of Canadian urology residents: Implications for development of a competence by design curriculum","year":2017,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Curriculum; Urology; Competence (human resources); Medical education; Family medicine; Likert scale; Psychology; Pedagogy","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":[0.02309353,0.0002997169,0.0003348597,0.001923706,0.005682406,0.004446233,0.001982462,0.0008764308,0.003152452],"category_scores_gemma":[0.05230483,0.000322792,0.0003535675,0.002798939,0.003284161,0.001425135,0.001987648,0.0009114749,0.0002973081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0355514,"about_ca_system_score_gemma":0.1478042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7654194,"about_ca_topic_score_gemma":0.8256267,"domain_scores_codex":[0.9872644,0.003811134,0.0007223992,0.0004768767,0.005990277,0.001734984],"domain_scores_gemma":[0.9338894,0.01436977,0.006964209,0.001356979,0.02426256,0.0191571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000208724,0.0006745305,0.6029104,0.00172742,0.00004133992,0.0003526102,0.03482727,0.000377385,0.00134505,0.003103578,0.03514502,0.3192867],"study_design_scores_gemma":[0.00004596278,0.0003948296,0.9110845,0.001526325,0.00003652749,0.0001919407,0.0413417,0.0005788634,0.0004756812,0.0008666802,0.04338442,0.00007271297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7958543,0.01065866,0.008639203,0.1275689,0.001082035,0.002133092,0.001025368,0.0004390646,0.05259944],"genre_scores_gemma":[0.9669242,0.004307926,0.02051506,0.004603677,0.0001368283,0.0006881906,0.000296397,0.00003865662,0.00248907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2345806,"threshold_uncertainty_score":0.4719241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04309012126489335,"score_gpt":0.3257992812632242,"score_spread":0.2827091599983309,"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."}}