{"id":"W4411070573","doi":"10.3390/siuj6030036","title":"SIU-ICUD: Screening and Early Detection of Prostate Cancer","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":"","funders":"Göteborgs Universitet","keywords":"Prostate cancer; Medicine; Cancer; Oncology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001923235,0.0001014518,0.0002094683,0.0001594903,0.00009233323,0.00003273598,0.0000614621,0.00006067048,0.00007104284],"category_scores_gemma":[0.0001163255,0.00008099075,0.0001029842,0.0001006066,0.00007514015,0.0001114011,0.00004666444,0.0002502921,7.198287e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627623,"about_ca_system_score_gemma":0.0001288409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009318329,"about_ca_topic_score_gemma":0.00001563183,"domain_scores_codex":[0.9991809,0.00003053548,0.0002907246,0.0001477699,0.0002042365,0.000145838],"domain_scores_gemma":[0.9992679,0.0001173335,0.0001968978,0.00007200716,0.0002852607,0.00006064414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004462198,0.0001090358,0.7847709,0.00004549183,0.000567617,0.00003175785,0.0002383528,0.00005630538,0.003725901,0.0001920784,0.0004224007,0.2093939],"study_design_scores_gemma":[0.003249347,0.00056789,0.9637933,0.0002946209,0.0001949849,0.00007399865,0.0002321774,0.0002049136,0.02201333,0.001833644,0.007458678,0.00008311173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867587,0.005526863,0.0007591003,0.004783158,0.0004842524,0.0002223405,0.00001725486,0.00002043892,0.001427862],"genre_scores_gemma":[0.9933136,0.004286757,0.0003726506,0.0005031512,0.0001268272,0.0000516352,0.000003913501,0.000006502816,0.001335003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2093108,"threshold_uncertainty_score":0.3302707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276446558122143,"score_gpt":0.340065397958199,"score_spread":0.3124207421459846,"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."}}