{"id":"W4404725564","doi":"10.1089/end.2024.0428.fts24","title":"The Role of Tumor Volume Ratio in Predicting Clinically Significant Prostate Cancer on Transperineal Biopsy","year":2024,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Urology; Biopsy; Prostate; Cancer; Prostate biopsy; Oncology; Internal medicine; Gynecology","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":[0.003200998,0.0003297947,0.000259009,0.000971877,0.0001365556,0.0006511246,0.0004491255,0.000385151,0.001146293],"category_scores_gemma":[0.01846876,0.0001693129,0.0004129335,0.0004564134,0.0003301118,0.0006351818,0.000304393,0.0004296166,0.000287617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000235714,"about_ca_system_score_gemma":0.0003327743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011276,"about_ca_topic_score_gemma":0.001076592,"domain_scores_codex":[0.9986855,0.0007414769,0.0001284286,0.0001334957,0.000245556,0.00006543532],"domain_scores_gemma":[0.9898976,0.007148053,0.001741818,0.0002068009,0.0005258973,0.0004797155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003196941,0.00002209013,0.9923724,0.00001340146,0.00005893803,0.00004236848,0.00001030607,0.000672303,0.0001318419,0.00001949334,0.0000587822,0.00627838],"study_design_scores_gemma":[0.00003265037,0.0009433995,0.9761742,0.00003463048,0.0001801749,0.001453053,0.0001178987,0.01965486,0.000878209,0.0001568647,0.0003547967,0.00001922109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965703,0.001591938,0.0009809915,0.0001432496,0.00002133207,0.0000119996,0.00009248438,0.00001767658,0.0005698931],"genre_scores_gemma":[0.9994759,0.00009554834,0.000307031,0.000008592448,0.00001381049,0.000002559446,0.00005757256,0.00000230236,0.0000366677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003200998,"threshold_uncertainty_score":0.01692867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335308249142366,"score_gpt":0.3054995276519116,"score_spread":0.292146445160488,"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."}}