{"id":"W4235456050","doi":"10.5489/cuaj.1382","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":0,"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; Original research; Psychology; Library science; 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":[0.00569362,0.0003945354,0.0004176089,0.003583029,0.003019837,0.002177626,0.001782099,0.0004409002,0.03315135],"category_scores_gemma":[0.02172095,0.000210319,0.0003783673,0.007327972,0.0008936785,0.0006868466,0.001920953,0.0006266464,0.004016021],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03009199,"about_ca_system_score_gemma":0.07325086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7447577,"about_ca_topic_score_gemma":0.7942553,"domain_scores_codex":[0.9907041,0.0009686505,0.0002916816,0.0005168895,0.006348776,0.001169825],"domain_scores_gemma":[0.9639848,0.001504356,0.003072866,0.0006044299,0.02083508,0.009998515],"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":[0.0002150357,0.0001167399,0.3095017,0.001314227,0.0001301842,0.0001621645,0.003928401,0.00101021,0.0004881939,0.00327596,0.317924,0.3619333],"study_design_scores_gemma":[0.00004442022,0.0002056975,0.7740238,0.0004776457,0.00005503814,0.0004214184,0.003457138,0.0006270384,0.000544795,0.0005048953,0.2195603,0.00007784653],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4924245,0.01717335,0.002773867,0.04395777,0.001896449,0.0004538453,0.02760373,0.001221717,0.4124948],"genre_scores_gemma":[0.9460079,0.007312074,0.00262111,0.0015145,0.0004577713,0.000152767,0.006883305,0.0001451623,0.03490551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9943064,"threshold_uncertainty_score":0.5134909,"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."}}