{"id":"W4407087198","doi":"10.1016/j.urology.2025.01.070","title":"Implementing and Optimizing Universal Germline Genetic Testing for Patients With Prostate Cancer in Clinical Practice","year":2025,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Germline; Genetic testing; Prostate cancer; Clinical Practice; Prostate; Cancer; Medical physics; Oncology; Gynecology; Internal medicine; Family medicine; Genetics; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01310382,0.0004189494,0.0006431432,0.0009623537,0.00158036,0.003451527,0.001548863,0.00170011,0.003861734],"category_scores_gemma":[0.06343532,0.0004112909,0.0008418013,0.0007369333,0.001201661,0.002489097,0.004366335,0.003089325,0.0006960963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003964314,"about_ca_system_score_gemma":0.02730983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01831025,"about_ca_topic_score_gemma":0.03537693,"domain_scores_codex":[0.9808105,0.01087178,0.001395508,0.001285407,0.00310501,0.002531877],"domain_scores_gemma":[0.9687631,0.01458556,0.003678474,0.001074743,0.00514461,0.006753497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002260342,0.00140311,0.3230106,0.0007292472,0.0001924814,0.0007079801,0.002047746,0.006413546,0.001003155,0.004268252,0.05158676,0.608411],"study_design_scores_gemma":[0.0004664124,0.003803577,0.6998767,0.01147995,0.0008687245,0.004109343,0.01836876,0.02316743,0.00658861,0.04568269,0.1852669,0.0003210207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3714178,0.03188697,0.04973751,0.4569109,0.002915724,0.001565782,0.0008573527,0.002684177,0.08202371],"genre_scores_gemma":[0.8976078,0.008736478,0.05841623,0.03134977,0.001134416,0.0003658219,0.0003430695,0.000185236,0.001861143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01831025,"threshold_uncertainty_score":0.06930047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978379704857649,"score_gpt":0.3542472422950884,"score_spread":0.3344634452465119,"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."}}