{"id":"W4411099733","doi":"10.5489/cuaj.9249","title":"Podium Session 2: Functional Urology, Pediatric Urology, Other","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Urology; Medicine; Session (web analytics); Pediatric urology; Computer science; General surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000645588,0.0006505473,0.0007884293,0.0007592436,0.001260299,0.001335124,0.0008259065,0.001063025,0.4849882],"category_scores_gemma":[0.001903646,0.0002897567,0.0008442381,0.0006784691,0.0002451062,0.0008196485,0.002216765,0.001433542,0.1337997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093428,"about_ca_system_score_gemma":0.002671937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002521069,"about_ca_topic_score_gemma":0.008519343,"domain_scores_codex":[0.9995077,0.0000723024,0.00004317963,0.00008490366,0.0001455982,0.0001464246],"domain_scores_gemma":[0.998226,0.00007665117,0.0001383326,0.0000520092,0.0002836655,0.001223394],"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":[0.0002044485,0.0002143205,0.00610733,0.0008468731,0.00002806109,0.0006171762,0.00006467819,0.0001273988,0.000336984,0.0003493922,0.8777146,0.1133887],"study_design_scores_gemma":[0.0001950763,0.0003156861,0.03275651,0.0007507394,0.0000270969,0.00303008,0.0001315609,0.0002396747,0.0003160349,0.0008307939,0.961381,0.00002573737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03436839,0.0221112,0.004436197,0.03153843,0.03556142,0.002747004,0.02528467,0.003520035,0.8404326],"genre_scores_gemma":[0.1059925,0.018873,0.003593074,0.01340333,0.01657538,0.0009098924,0.01500145,0.0009296568,0.8247218],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5150118,"threshold_uncertainty_score":0.7346017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234552392935536,"score_gpt":0.2391775722624206,"score_spread":0.2268320483330653,"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."}}