{"id":"W4414623970","doi":"10.5489/cuaj.9436","title":"Poster Session 10: Benign Video Abstracts","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urethroplasty; Session (web analytics); Prostatectomy; Dorsum; Anastomosis; Radiation therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003453205,0.001287407,0.0005444101,0.00105035,0.000902319,0.001502719,0.0006736937,0.00260186,0.6428345],"category_scores_gemma":[0.001221598,0.0002941035,0.001025142,0.00034995,0.000302168,0.001198269,0.001244287,0.002943682,0.3004622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004681957,"about_ca_system_score_gemma":0.0004496265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150411,"about_ca_topic_score_gemma":0.001617523,"domain_scores_codex":[0.9998068,0.00002505447,0.00001162349,0.00003828853,0.00006042387,0.00005775972],"domain_scores_gemma":[0.9995341,0.00007450594,0.0000206638,0.00002888676,0.00009766917,0.0002441824],"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":[0.0003584136,0.00008196889,0.0002839919,0.0002572595,0.0000106045,0.002539791,0.00003501377,0.00008157585,0.001416926,0.0006876366,0.930372,0.06387472],"study_design_scores_gemma":[0.00009792401,0.0001517305,0.001492287,0.0002633676,0.00001221536,0.005784618,0.00006460726,0.0001930095,0.0008775893,0.000873265,0.9901674,0.00002192428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007095065,0.008272594,0.005918779,0.01759374,0.1107477,0.001045413,0.007838443,0.002896135,0.8385922],"genre_scores_gemma":[0.03270353,0.006235369,0.004388461,0.005283151,0.03994177,0.0004635486,0.005364493,0.001040372,0.9045793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6428345,"threshold_uncertainty_score":0.5094532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02155150568259557,"score_gpt":0.1971407411509817,"score_spread":0.1755892354683861,"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."}}