{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000831877,0.0003136428,0.0004242318,0.001046286,0.001736149,0.001788244,0.0005766518,0.002279498,0.0544077],"category_scores_gemma":[0.01024501,0.0002555297,0.0002829541,0.0004841175,0.0005828144,0.001093254,0.0008615843,0.003056281,0.01312102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001977499,"about_ca_system_score_gemma":0.005535023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01160537,"about_ca_topic_score_gemma":0.02841654,"domain_scores_codex":[0.9991525,0.00007953806,0.00005404213,0.0001545504,0.0004263369,0.0001330453],"domain_scores_gemma":[0.9945266,0.0007091787,0.00016667,0.0001019741,0.001712506,0.002782973],"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":[0.00002040632,0.00004325518,0.002891984,0.00009415822,0.000009280178,0.0007033201,0.00007014207,0.0001096007,0.0001646545,0.001386064,0.9173765,0.07713071],"study_design_scores_gemma":[0.00002846679,0.00004570936,0.004787544,0.0005609504,0.00001633804,0.006623699,0.0003677217,0.0003223626,0.0003421591,0.002080381,0.9847937,0.00003099872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006261138,0.05149669,0.001804479,0.6942753,0.1015181,0.00008517608,0.0004789583,0.0002636328,0.1438165],"genre_scores_gemma":[0.06878901,0.09625102,0.002896429,0.2075401,0.07477042,0.0001393752,0.0005653738,0.0002386208,0.5488097],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9455923,"threshold_uncertainty_score":0.1820119,"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."}}