{"id":"W2235498484","doi":"10.5489/cuaj.329","title":"PSA density is superior than PSA and Gleason score for adverse","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Urology; Prostate-specific antigen; Biopsy; Radical retropubic prostatectomy; Prostate; Pathological; Cancer; Radiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002001148,0.0001180342,0.0002356481,0.00006955724,0.0002519952,0.00007034378,0.00004302203,0.0001623967,0.000682511],"category_scores_gemma":[0.00029788,0.00008864703,0.0001144247,0.00006852591,0.00002740259,0.0001113941,0.000009045755,0.0002138913,0.00004843066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009171378,"about_ca_system_score_gemma":0.0002860699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002378088,"about_ca_topic_score_gemma":0.001097409,"domain_scores_codex":[0.999036,0.00003742175,0.0001913824,0.000179166,0.0001635117,0.0003925349],"domain_scores_gemma":[0.9986013,0.00009223808,0.0001167618,0.00007320239,0.000286238,0.0008302469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002717838,0.00003222987,0.9642361,0.000006187183,0.00009902992,0.00002862262,0.0001291722,6.715493e-7,0.00007227545,0.00006025583,0.02961231,0.005695981],"study_design_scores_gemma":[0.001439249,0.0005407333,0.9639814,0.00002028692,0.0001117115,0.0001025003,0.00008455797,0.00008323236,0.0001575773,0.0008332321,0.03255006,0.00009544043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491591,0.0004706581,0.00001676054,0.04940433,0.0001676956,0.0004870646,0.00006302488,0.00001255194,0.0002187588],"genre_scores_gemma":[0.9889435,0.0003042632,0.000326609,0.009664284,0.0002836597,0.00005835969,0.00002082848,0.000009573422,0.0003889853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03978429,"threshold_uncertainty_score":0.7473017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690403206095299,"score_gpt":0.2330353912817395,"score_spread":0.2161313592207865,"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."}}