{"id":"W2085849248","doi":"10.1016/j.eururo.2012.04.022","title":"Comparison of Three Different Tools for Prediction of Seminal Vesicle Invasion at Radical Prostatectomy","year":2012,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"National Cancer Institute","keywords":"Brier score; Nomogram; Prostatectomy; Medicine; Receiver operating characteristic; Prostate cancer; Statistics; Urology; Oncology; Internal medicine; Cancer; Mathematics","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":[0.0001935817,0.0001071865,0.000335999,0.00004625648,0.00003408586,0.000002378548,0.00004915658,0.00003826634,0.00006206996],"category_scores_gemma":[0.00008783677,0.0000795185,0.00008265369,0.00004272866,0.0001127605,0.00005158211,0.00006367719,0.00007454774,0.00001197161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006124887,"about_ca_system_score_gemma":0.00001540328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002012459,"about_ca_topic_score_gemma":0.00000235972,"domain_scores_codex":[0.9990742,0.00008247996,0.0003458882,0.0001565752,0.0001193857,0.0002215252],"domain_scores_gemma":[0.9993072,0.0001807275,0.0001651359,0.0001885948,0.00004970609,0.0001086562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001318296,0.001112574,0.9269992,0.0001534547,0.00009650739,0.000004374851,0.0004484065,0.000005644589,0.05235283,0.0002060935,0.002057158,0.01524544],"study_design_scores_gemma":[0.002753114,0.003711097,0.8348773,0.00003963758,0.0001975224,0.00001888185,0.00001880344,0.0001167201,0.1501463,0.00002108922,0.008053041,0.00004654538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960533,0.001137966,0.0004988174,0.0002704238,0.0001936744,0.0006850297,0.000102757,0.00002348237,0.001034597],"genre_scores_gemma":[0.9992033,0.00006279594,0.000240915,0.0000912141,0.0001437458,0.00004068669,0.0001614648,0.00002194608,0.00003398528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09779348,"threshold_uncertainty_score":0.324267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07771387704735205,"score_gpt":0.3134551053098417,"score_spread":0.2357412282624897,"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."}}