{"id":"W2041316857","doi":"10.5489/cuaj.1375","title":"Scholarship in residency: Why should we care?","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Scholarship; Medical education; Residency training; Medicine; Psychology; Political science; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005538429,0.00009831185,0.0002020771,0.0002710079,0.0001974567,0.00009769739,0.0001193834,0.000313733,0.02906943],"category_scores_gemma":[0.01633133,0.00007380915,0.00008471136,0.0002932993,0.00002419499,0.00014472,0.00000928379,0.001259866,0.0004217174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276925,"about_ca_system_score_gemma":0.003961032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514187,"about_ca_topic_score_gemma":0.001936946,"domain_scores_codex":[0.9984473,0.0001990949,0.0003426644,0.0001519516,0.0004048816,0.0004540953],"domain_scores_gemma":[0.995206,0.0001552083,0.0001131246,0.0001012881,0.0003008549,0.004123498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008447562,0.00005118398,0.7876169,0.000007957024,0.00001841131,0.00008869507,0.0005849432,0.00000420775,0.0001107298,0.0003442717,0.20101,0.01015422],"study_design_scores_gemma":[0.000562674,0.00008461237,0.7251747,0.00005170721,0.00001510316,0.00008047611,0.0004772735,0.00002679718,0.0000106711,0.003602816,0.26983,0.00008325115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3461162,0.0008991612,0.000009614591,0.6435943,0.0004314539,0.0002271632,0.000003341769,0.00002193809,0.008696853],"genre_scores_gemma":[0.9211095,0.0001596799,0.0003513468,0.07579782,0.000419734,0.00001465114,0.00001051148,0.000008614526,0.002128161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5749933,"threshold_uncertainty_score":0.9919545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560347524763248,"score_gpt":0.3059760246474011,"score_spread":0.2603725493997687,"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."}}