{"id":"W2974215038","doi":"10.1016/j.eururo.2019.08.019","title":"Interim Results from the IMPACT Study: Evidence for Prostate-specific Antigen Screening in BRCA2 Mutation Carriers","year":2019,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":240,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Jewish General Hospital; Institute of Cancer Research","funders":"National Cancer Institute; National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Prostate-specific antigen; Interim; Mutation; Oncology; Prostate; Internal medicine; Gynecology; Cancer; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006569739,0.0001508989,0.0002443267,0.00006029789,0.00004972183,0.00002932455,0.0001318498,0.00002522704,0.00004404636],"category_scores_gemma":[0.0002731814,0.0000967911,0.00007586656,0.0001246545,0.00004870458,0.00008276703,0.00006225394,0.0001550481,0.00008649022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007760711,"about_ca_system_score_gemma":0.00005024613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000658775,"about_ca_topic_score_gemma":0.00007940781,"domain_scores_codex":[0.9985228,0.0003300841,0.0003340529,0.0004445923,0.0001073154,0.0002611115],"domain_scores_gemma":[0.9986671,0.0006632516,0.0001293752,0.0004113867,0.00006294963,0.00006593297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01073668,0.0002966895,0.9322708,0.000009207174,0.0002429192,0.0004415753,0.0138181,0.0009999264,0.0017451,0.000006906578,0.003163677,0.03626839],"study_design_scores_gemma":[0.006165849,0.005137452,0.9822206,0.0000923032,0.00004074429,0.000008783389,0.0009573355,0.0003381982,0.0002037385,0.00001646642,0.004726311,0.00009219809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935387,0.001548189,0.00009446846,0.001873336,0.0002074974,0.002123625,0.0000934195,0.00003171629,0.0004890746],"genre_scores_gemma":[0.998739,0.0002010045,0.0001215908,0.0005150102,0.0001338844,0.00004824123,0.0001467442,0.00003537038,0.00005915499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04994978,"threshold_uncertainty_score":0.3947026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0811281474935512,"score_gpt":0.3533391881580847,"score_spread":0.2722110406645335,"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."}}