{"id":"W4409526523","doi":"10.4081/aiua.2025.13635","title":"BRCA mutations and prostate cancer: should urologist improve daily clinical practice?","year":2025,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newborn Screening Ontario","funders":"","keywords":"Medicine; Germline; Prostate cancer; Germline mutation; Genetic testing; Family history; Oncology; Genetic counseling; Somatic cell; Cancer; Internal medicine; Mutation; Genetics; Gene; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000656319,0.0004236271,0.0007543927,0.0001953135,0.0002812361,0.00009480444,0.0001991484,0.0002897308,0.00004463969],"category_scores_gemma":[0.001090192,0.0003261594,0.0002199764,0.0003428764,0.0009354027,0.0002389723,0.0002708117,0.0007307317,0.00004445302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008727092,"about_ca_system_score_gemma":0.0004685817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002796902,"about_ca_topic_score_gemma":0.00008805281,"domain_scores_codex":[0.9969152,0.0002583355,0.0008044991,0.001050619,0.0002530424,0.0007182624],"domain_scores_gemma":[0.9974895,0.001108667,0.0002811644,0.0006360452,0.0001939054,0.0002907027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001859678,0.001157694,0.9001164,0.0001034941,0.0008021973,0.0005557968,0.0002115061,0.00003026513,0.0003138038,0.002446064,0.01037596,0.08202712],"study_design_scores_gemma":[0.005256315,0.005242729,0.921886,0.00007989516,0.001385885,0.0001248536,0.0001571591,0.0004570969,0.0005111268,0.003167754,0.06135107,0.0003801036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926713,0.006640502,0.0001817404,0.05145989,0.0008947275,0.001903413,0.0003684782,0.0002865925,0.01155163],"genre_scores_gemma":[0.9727262,0.006859655,0.001540792,0.01606585,0.0001302431,0.0007869777,0.00021181,0.00003226101,0.001646253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08164702,"threshold_uncertainty_score":0.9999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03031316161506225,"score_gpt":0.3686207881300765,"score_spread":0.3383076265150143,"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."}}