{"id":"W4411382473","doi":"10.3390/siuj6030047","title":"SIU-ICUD: Localized Prostate Cancer","year":2025,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Prostate; Cancer; Prostate cancer; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007604322,0.0007219748,0.0008935243,0.002039963,0.001361683,0.00120361,0.0008378825,0.002038489,0.04416414],"category_scores_gemma":[0.002556799,0.0001340203,0.0006112389,0.002296433,0.001454425,0.001059447,0.001354363,0.003683043,0.01307865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009376719,"about_ca_system_score_gemma":0.00254853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007536673,"about_ca_topic_score_gemma":0.01210531,"domain_scores_codex":[0.9989813,0.0002948043,0.000150767,0.0001226517,0.0002385925,0.0002117887],"domain_scores_gemma":[0.9981306,0.0004080055,0.0003421315,0.00005047639,0.0003673027,0.0007015103],"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":[0.0001937724,0.00004072764,0.004816461,0.001454307,0.00002734909,0.001407276,0.0002153455,0.00009944848,0.0002388231,0.005695535,0.9226315,0.06317953],"study_design_scores_gemma":[0.00006400377,0.0001167163,0.01632836,0.00248666,0.0000417192,0.01440448,0.0007020666,0.0001365988,0.0001653706,0.003433486,0.9620814,0.0000391857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.009354973,0.3537694,0.002515124,0.2126845,0.1061703,0.0005315178,0.01470206,0.0007203125,0.2995518],"genre_scores_gemma":[0.1467849,0.2933802,0.006886902,0.184834,0.2023414,0.0008693007,0.01241109,0.0004366073,0.1520555],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04416414,"threshold_uncertainty_score":0.1477438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04353362141379054,"score_gpt":0.411677523613997,"score_spread":0.3681439022002065,"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."}}