{"id":"W2012318195","doi":"10.1016/j.eururo.2006.03.026","title":"High Incidence of Prostate Cancer Detected by Saturation Biopsy after Previous Negative Biopsy Series","year":2006,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":229,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nomogram; Medicine; Biopsy; Prostate cancer; Prostate biopsy; Prostate; Urology; Prostate-specific antigen; Cancer; Internal medicine","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":[0.00008698464,0.0001806752,0.0002700757,0.00006444681,0.00003937077,0.00001111768,0.0000603433,0.00004437179,0.0001360163],"category_scores_gemma":[0.00004188595,0.0001426765,0.00004965953,0.0001744676,0.0001964463,0.00009613869,0.0000457221,0.0001148424,0.00003637767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007078981,"about_ca_system_score_gemma":0.00005322797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006541882,"about_ca_topic_score_gemma":0.00009145162,"domain_scores_codex":[0.9988268,0.0001673764,0.0003245285,0.0003240566,0.0001216619,0.0002355466],"domain_scores_gemma":[0.9993266,0.00004436143,0.0001930996,0.0002257662,0.0001509995,0.00005918909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007184743,0.001002444,0.7089257,0.0003313719,0.0005109269,0.001971945,0.002444542,0.0001672176,0.245225,0.0004014513,0.01142817,0.02040651],"study_design_scores_gemma":[0.001749638,0.001394102,0.9321266,0.00006829856,0.000188005,0.0001530244,0.00001833953,0.00001038266,0.06027146,0.0001514178,0.003701256,0.0001674675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928712,0.003848627,0.0000242007,0.001759824,0.0001744154,0.0005213406,0.0001697427,0.00006495455,0.0005657134],"genre_scores_gemma":[0.9975144,0.000574053,0.0004961496,0.0003559142,0.0001213298,0.0001258782,0.0001022073,0.00003545188,0.0006746338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2232009,"threshold_uncertainty_score":0.5818179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005619682191881058,"score_gpt":0.2286029590648234,"score_spread":0.2229832768729424,"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."}}