{"id":"W1967520004","doi":"10.1016/j.eururo.2006.07.051","title":"Should We Replace the Gleason Score with the Amount of High-Grade Prostate Cancer?","year":2006,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Prostatectomy; Urology; Oncology; Cancer; Gynecology; Internal medicine","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":[0.01047527,0.0006123944,0.002334537,0.0006413091,0.00104785,0.002253356,0.001501462,0.005372691,0.009246156],"category_scores_gemma":[0.05248557,0.0003236579,0.001273217,0.001071501,0.002911449,0.008896446,0.001118021,0.006897303,0.003432078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240103,"about_ca_system_score_gemma":0.003197361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003583529,"about_ca_topic_score_gemma":0.008162249,"domain_scores_codex":[0.9968876,0.00152234,0.000427087,0.0002916483,0.0006737939,0.0001974513],"domain_scores_gemma":[0.9825869,0.008230318,0.001949182,0.001006441,0.004467686,0.001759436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001786092,0.0007322558,0.05528639,0.001808037,0.0009585966,0.0008959066,0.000437656,0.00106029,0.0010561,0.01990781,0.3059356,0.6101353],"study_design_scores_gemma":[0.0008912863,0.001526765,0.1013763,0.005505337,0.002103841,0.007651809,0.005484734,0.003298416,0.001830525,0.1736055,0.6962207,0.0005047764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01219188,0.05577249,0.003625629,0.8994202,0.0207783,0.00002079271,0.0001706331,0.0001080043,0.007912135],"genre_scores_gemma":[0.3309807,0.07503439,0.01543233,0.4955023,0.06767135,0.0001119172,0.0003743742,0.0002581925,0.01463435],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01047527,"threshold_uncertainty_score":0.05539912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049995554632109,"score_gpt":0.2519932691960906,"score_spread":0.2314933136497695,"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."}}