{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006829528,0.0004043533,0.0002589518,0.0005264352,0.0001465173,0.0004735922,0.0002393014,0.0003114102,0.003800845],"category_scores_gemma":[0.00512119,0.0001728139,0.0003926212,0.0004245411,0.0003662673,0.0003657117,0.0002634311,0.0002939143,0.00058621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446378,"about_ca_system_score_gemma":0.0003425234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008244806,"about_ca_topic_score_gemma":0.0008839656,"domain_scores_codex":[0.9996772,0.00009584642,0.000032605,0.0000613275,0.00009147815,0.00004154061],"domain_scores_gemma":[0.996212,0.00166394,0.001221569,0.0001437051,0.0003186777,0.0004401709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000126305,0.00001323768,0.9927078,0.00002027221,0.00004283416,0.0000626008,0.0000165286,0.0002075053,0.0005004383,0.00003884782,0.00009697624,0.006166713],"study_design_scores_gemma":[0.000009268938,0.000244696,0.9944685,0.00002679624,0.00008680526,0.001406689,0.00007181682,0.001700277,0.0008401168,0.0003500782,0.0007860404,0.000008939432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938314,0.002297401,0.001552283,0.0001897809,0.00004171307,0.00001295305,0.0002896731,0.00003536376,0.001749528],"genre_scores_gemma":[0.9993192,0.0002139969,0.0001547836,0.00001196483,0.00003453089,0.000001967535,0.0001167113,0.000002240498,0.0001445624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003800845,"threshold_uncertainty_score":0.0127151,"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."}}