{"id":"W4229451263","doi":"10.1097/ju.0000000000002757","title":"Clinically Localized Prostate Cancer: AUA/ASTRO Guideline, Part I: Introduction, Risk Assessment, Staging, and Risk-Based Management","year":2022,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":441,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Guideline; Medicine; Prostate cancer; Systematic review; MEDLINE; Management of prostate cancer; Evidence-based medicine; Medical physics; Cancer; Gynecology; Intensive care medicine; Alternative medicine; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01415794,0.001923158,0.003569278,0.005242653,0.001538747,0.002578648,0.004809837,0.008314352,0.003506765],"category_scores_gemma":[0.0419734,0.001230988,0.004415807,0.004220591,0.001868597,0.002792767,0.002683072,0.008327438,0.00365648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004873847,"about_ca_system_score_gemma":0.02233224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03296716,"about_ca_topic_score_gemma":0.06928837,"domain_scores_codex":[0.9837294,0.006644265,0.005066419,0.0006419026,0.003448518,0.0004694215],"domain_scores_gemma":[0.9778587,0.007331537,0.002980836,0.0005390065,0.01026745,0.001022455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001171716,0.0001123344,0.002371616,0.02553806,0.0003730161,0.0003837409,0.0005278758,0.001044618,0.000644083,0.00559091,0.7973775,0.1659191],"study_design_scores_gemma":[0.0002934179,0.0003178654,0.01197567,0.1275958,0.001000552,0.002747094,0.0005064374,0.0007120796,0.0004521296,0.00962412,0.8446166,0.0001582409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.00249709,0.6301311,0.01880938,0.2729135,0.01822653,0.008092347,0.008429625,0.0008130696,0.04008743],"genre_scores_gemma":[0.02707418,0.5585204,0.1920277,0.1589553,0.01134054,0.01528132,0.01874829,0.0003592384,0.01769315],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03296716,"threshold_uncertainty_score":0.07487524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127366827493982,"score_gpt":0.3235844774999785,"score_spread":0.3108477947505803,"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."}}