{"id":"W2094677585","doi":"10.5489/cuaj.188","title":"The newly graduated Canadian urologist: Over-trained and underemployed?","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; Western University","funders":"","keywords":"Graduation (instrument); Subspecialty; Medicine; Interquartile range; Medical education; Residency training; Urology; Family medicine; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006632372,0.000136639,0.0002013882,0.0001475817,0.0008920384,0.0003011115,0.0001014071,0.0002558741,0.001358365],"category_scores_gemma":[0.001613119,0.00008789937,0.00009030152,0.0002337516,0.00008452703,0.00009845893,0.000009044074,0.0006602303,0.00009743681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007744226,"about_ca_system_score_gemma":0.0006930933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1122329,"about_ca_topic_score_gemma":0.1749355,"domain_scores_codex":[0.998364,0.0001699428,0.0003157123,0.0001713456,0.0002751327,0.0007038124],"domain_scores_gemma":[0.9970103,0.0004950459,0.0001392851,0.00009653743,0.000261274,0.001997572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000292676,0.00001300953,0.9582551,0.000001297343,0.0001315878,0.0001055096,0.000089682,0.00004553314,0.00001310096,0.002519945,0.01453461,0.02426133],"study_design_scores_gemma":[0.00124739,0.0001207917,0.7924135,0.000003114915,0.00002690286,0.00009624698,0.00007681669,0.001221046,5.284061e-7,0.003870229,0.2008318,0.00009164001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8189052,0.0002439692,0.0000231985,0.1637671,0.0002904546,0.0003037638,0.00001130029,0.00004548452,0.01640958],"genre_scores_gemma":[0.981717,0.0000625121,0.00004895452,0.01701111,0.0002421324,0.00000747685,0.00001383557,0.00001151497,0.0008854492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1862971,"threshold_uncertainty_score":0.9995545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989713448178262,"score_gpt":0.2395296082025813,"score_spread":0.2196324737207986,"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."}}