{"id":"W4385454243","doi":"10.1016/j.clgc.2023.07.013","title":"Addition of Cribriform and Intraductal Carcinoma Presence to Prostate Biopsy Reporting Strengthens Pretreatment Risk Stratification Using CAPRA and NCCN Tools","year":2023,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Concordance; Hazard ratio; Biopsy; Internal medicine; Oncology; Proportional hazards model; Lymphovascular invasion; Biochemical recurrence; Cancer; Prostatectomy; Confidence interval; Metastasis","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":[0.009458231,0.0009004939,0.001061243,0.00491612,0.0009670684,0.002977604,0.001578301,0.0007617101,0.00436267],"category_scores_gemma":[0.03200838,0.0004524534,0.001281026,0.002938019,0.0007271566,0.002465384,0.002323075,0.001232175,0.0009422613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007862778,"about_ca_system_score_gemma":0.002158937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00808568,"about_ca_topic_score_gemma":0.02232041,"domain_scores_codex":[0.9942502,0.00191821,0.001140557,0.0007792077,0.001497257,0.0004145328],"domain_scores_gemma":[0.9791387,0.00658323,0.004460375,0.003151739,0.005593208,0.001072748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003285115,0.00006927465,0.9339348,0.0003427076,0.0002578229,0.0002821925,0.0002545799,0.0007401391,0.00224441,0.0005434449,0.003324387,0.05767769],"study_design_scores_gemma":[0.00002938878,0.0004526981,0.9521087,0.0005634696,0.0007781532,0.003367189,0.0007716485,0.01039405,0.005115306,0.00171859,0.02460321,0.00009753388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8777242,0.01120321,0.02560963,0.00423626,0.0009589102,0.0008955124,0.00793709,0.0008727235,0.07056246],"genre_scores_gemma":[0.9695076,0.001077823,0.02312445,0.0005235574,0.0003269728,0.0001471079,0.003524315,0.0001032264,0.001664921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009458231,"threshold_uncertainty_score":0.05002052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461759309016695,"score_gpt":0.4172688308617418,"score_spread":0.2710928999600722,"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."}}