{"id":"W2088047624","doi":"10.1002/cncr.22712","title":"Clinical predictors of gleason score upgrading","year":2007,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Institutes of Health Research; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Nomogram; Prostatectomy; Prostate cancer; Watchful waiting; Logistic regression; Prostate-specific antigen; Rectal examination; Biopsy; Brachytherapy; Cohort; High-grade prostatic intraepithelial neoplasia; Prostate; Stage (stratigraphy); Cancer; Intraepithelial neoplasia; Oncology; Internal medicine; Urology; Radiation therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004415559,0.0002708727,0.0001704109,0.0006204989,0.0001872551,0.0003250616,0.0002358849,0.0002508905,0.002444545],"category_scores_gemma":[0.005278284,0.0001011311,0.0001736103,0.0004290884,0.0003335216,0.0001612459,0.0002596051,0.0003715869,0.0001711444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001866811,"about_ca_system_score_gemma":0.000338173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001714379,"about_ca_topic_score_gemma":0.002027792,"domain_scores_codex":[0.9997951,0.00005478967,0.0000254767,0.00002890773,0.0000501307,0.00004553557],"domain_scores_gemma":[0.9968746,0.001319841,0.0008445139,0.00007032259,0.0003007425,0.0005899088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003607172,0.000006605208,0.9982947,0.000004367529,0.000006579249,0.00004881956,0.00001040646,0.000139074,0.00007257686,0.000009741498,0.00007042445,0.001300735],"study_design_scores_gemma":[0.00001072401,0.00008325416,0.9977295,0.000009143222,0.00003036583,0.0006455933,0.00004702443,0.001080146,0.0001325339,0.0000790367,0.000149125,0.0000035768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988167,0.0002934014,0.0001569334,0.00006948699,0.00000543253,0.000008548543,0.00007405774,0.000009715281,0.0005656437],"genre_scores_gemma":[0.9997556,0.00003774306,0.0000629275,0.000006117572,0.000005035562,0.000001765736,0.00009303019,0.000001026143,0.00003680249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002444545,"threshold_uncertainty_score":0.008177757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05621588566855253,"score_gpt":0.3905812842668342,"score_spread":0.3343653985982817,"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."}}