{"id":"W2001661317","doi":"10.5489/cuaj.1348","title":"Canadian urology resident scholarly performance","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Accreditation; Residency training; Curriculum; Graduate medical education; Medicine; Medical education; Urology; Family medicine; Psychology; Pedagogy; Continuing education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005711802,0.0004012109,0.0004290847,0.003669063,0.002907815,0.002160494,0.001750707,0.0004350182,0.03124768],"category_scores_gemma":[0.02206432,0.0002055267,0.0003752552,0.007475887,0.0009083993,0.0006643821,0.001859561,0.0006050573,0.003774922],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02856751,"about_ca_system_score_gemma":0.06925864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7295835,"about_ca_topic_score_gemma":0.7786508,"domain_scores_codex":[0.9907994,0.0009565274,0.0002884511,0.0005293429,0.006338596,0.001087716],"domain_scores_gemma":[0.9640814,0.001588055,0.003254452,0.0006126823,0.02057053,0.00989302],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002240585,0.0001161774,0.304312,0.001464388,0.0001378779,0.0001720884,0.004084292,0.001051562,0.0005304057,0.003184309,0.3130404,0.3716825],"study_design_scores_gemma":[0.00004406628,0.0002077214,0.7804529,0.0004974779,0.00005636797,0.0004357498,0.003159549,0.0005773479,0.0005463353,0.0004829058,0.2134636,0.00007597621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4944374,0.01932113,0.002960513,0.04390694,0.002012103,0.0004821776,0.02885424,0.001267911,0.4067577],"genre_scores_gemma":[0.9461884,0.00801854,0.00281901,0.001474275,0.0004805882,0.0001612419,0.00688889,0.0001481414,0.03382102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9942882,"threshold_uncertainty_score":0.544018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04674024437790271,"score_gpt":0.3100979115352466,"score_spread":0.2633576671573439,"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."}}