{"id":"W2124485675","doi":"10.5489/cuaj.270","title":"Clinical and pathological variables that predict changes in tumour grade after radical prostatectomy in patients with prostate cancer","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostatectomy; Medicine; Prostate cancer; Urology; Prostate-specific antigen; Prostate; Intraepithelial neoplasia; Pathological; Biopsy; 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":[0.0002984054,0.0002275778,0.0002156256,0.000655797,0.0002310709,0.0003918832,0.0002610342,0.0003698572,0.001227003],"category_scores_gemma":[0.002190439,0.0001558594,0.000258813,0.0006829649,0.0002780368,0.000276913,0.0002423382,0.0004581871,0.0001543048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001852837,"about_ca_system_score_gemma":0.0002985132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001742003,"about_ca_topic_score_gemma":0.002988521,"domain_scores_codex":[0.9997846,0.00005218608,0.0000262572,0.00003232998,0.00006550284,0.00003903081],"domain_scores_gemma":[0.9985325,0.0004242898,0.0005765432,0.00004377142,0.0001173907,0.0003053892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004854919,0.000008657963,0.999366,0.000003803704,0.00001203515,0.00003336031,0.000007543756,0.00002188296,0.00008248343,0.000001910837,0.00002537618,0.0003885126],"study_design_scores_gemma":[0.000003870311,0.00005684836,0.9993723,0.000002103118,0.00001301208,0.0003394966,0.00003043199,0.00008998892,0.00003521702,0.000007541106,0.00004789524,0.000001429293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992927,0.0003764661,0.00005342694,0.00003263308,0.000006304042,0.00000435048,0.00008954141,0.000002414696,0.0001421486],"genre_scores_gemma":[0.9997304,0.00005780226,0.00003784237,0.00000900334,0.000008091049,0.00000180663,0.0001193533,5.784532e-7,0.0000350321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001742003,"threshold_uncertainty_score":0.004104674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270463583786553,"score_gpt":0.2399303733409499,"score_spread":0.2272257375030843,"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."}}