{"id":"W4411134527","doi":"10.3390/siuj6030041","title":"SIU-ICUD: Localized Prostate Cancer: Pathological Factors That Influence Outcomes and Management","year":2025,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Prostate cancer; Pathological; Management of prostate cancer; Cancer; Medicine; Oncology; 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":[0.001874193,0.0004076046,0.0006366155,0.001552949,0.0003668143,0.001462381,0.0004651352,0.0004868135,0.003787299],"category_scores_gemma":[0.004672477,0.0001121941,0.0004443702,0.002526004,0.0008319589,0.0006422743,0.0007663943,0.0007026668,0.0005627756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009375187,"about_ca_system_score_gemma":0.001795523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002203161,"about_ca_topic_score_gemma":0.003112859,"domain_scores_codex":[0.9990996,0.0003189973,0.0001352491,0.0001313592,0.0002408352,0.00007396788],"domain_scores_gemma":[0.997517,0.0009683832,0.0008023115,0.0000708783,0.0004565604,0.0001849668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005493509,0.00008922256,0.5824207,0.008225048,0.0005336313,0.001009445,0.0004669692,0.0009143653,0.001055269,0.003202599,0.01561557,0.3859178],"study_design_scores_gemma":[0.00007827533,0.0006330173,0.8576826,0.008232605,0.001914328,0.01108322,0.001842652,0.002232395,0.001462367,0.01423702,0.1004633,0.0001381462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.185932,0.7637941,0.007829343,0.01620491,0.001545377,0.0002736504,0.003425549,0.0001845772,0.02081043],"genre_scores_gemma":[0.8515254,0.132735,0.003950144,0.00324128,0.003099468,0.0001460525,0.003112946,0.0000444582,0.002145248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003787299,"threshold_uncertainty_score":0.0126698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414677432069198,"score_gpt":0.35585376130531,"score_spread":0.3217069869846181,"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."}}