{"id":"W4408045488","doi":"10.1097/ju.0000000000004508","title":"John Denstedt, MD, FRCSC","year":2025,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002418901,0.00007317286,0.0002762997,0.0001142388,0.0003708776,0.000001599819,0.0002739646,0.0002312579,0.0002084474],"category_scores_gemma":[0.0002339458,0.00004034061,0.00005843448,0.0001121431,0.00005461237,0.00002938118,0.00006501481,0.001183954,0.0001109803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004954675,"about_ca_system_score_gemma":0.0004935495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001439113,"about_ca_topic_score_gemma":0.0003996956,"domain_scores_codex":[0.9970816,0.001793752,0.0006516543,0.00005574266,0.0001155583,0.0003016751],"domain_scores_gemma":[0.9979199,0.001124912,0.0003923277,0.0002081118,0.0002833013,0.00007148756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008921748,0.0001444569,0.03634769,0.0006363336,0.0004730988,0.00008793089,0.02125484,0.00005300163,0.00120475,0.06793302,0.8333484,0.0376243],"study_design_scores_gemma":[0.0007751713,0.000344125,0.02092992,0.000118211,0.00006634916,0.0001029141,0.005991875,0.00001443884,0.000009005932,0.006350099,0.9652444,0.00005355565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6907252,0.03583528,0.001934272,0.1780001,0.007919533,0.0004767193,0.000004350162,0.00003518891,0.08506934],"genre_scores_gemma":[0.9858365,0.003084749,0.00003617343,0.008192917,0.0007730298,0.000003290204,1.727977e-7,0.000007703037,0.002065438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2951113,"threshold_uncertainty_score":0.5143758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07219312166317987,"score_gpt":0.458347198221514,"score_spread":0.3861540765583342,"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."}}