{"id":"W2162259512","doi":"10.1016/j.eururo.2012.07.030","title":"Initial Prostate Biopsy: Development and Internal Validation of a Biopsy-specific Nomogram Based on the Prostate Cancer Antigen 3 Assay","year":2012,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Nomogram; Prostate cancer; Prostate-specific antigen; Biopsy; Prostate; Prostate biopsy; Urology; PCA3; Oncology; Cancer; 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":[0.01296458,0.001173206,0.001178389,0.002726005,0.0007292086,0.001947289,0.00114302,0.001153155,0.001101624],"category_scores_gemma":[0.0183605,0.0006640393,0.0009775967,0.001226291,0.000708202,0.0007403469,0.001287422,0.001069292,0.0006814162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008510343,"about_ca_system_score_gemma":0.001744486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003700275,"about_ca_topic_score_gemma":0.005944836,"domain_scores_codex":[0.9936422,0.002550626,0.0004538302,0.0009082346,0.002169882,0.0002753756],"domain_scores_gemma":[0.9899753,0.003947849,0.001075323,0.0011266,0.003449931,0.0004249878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002331295,0.000309745,0.8187452,0.0003749469,0.000787105,0.0002375334,0.0003466616,0.004542658,0.02618509,0.0006782591,0.003846385,0.1416152],"study_design_scores_gemma":[0.0001818947,0.00103832,0.9038789,0.0001846615,0.0007618056,0.002313327,0.000233884,0.04617334,0.03681419,0.0007601571,0.007572546,0.00008698984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8519372,0.01020312,0.1190655,0.0007031753,0.0004385235,0.001156183,0.002223655,0.002261206,0.01201145],"genre_scores_gemma":[0.9549093,0.0006684028,0.04107688,0.0003051283,0.00009839705,0.0001811099,0.001567352,0.000147644,0.001045885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01296458,"threshold_uncertainty_score":0.06856406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03339335961939396,"score_gpt":0.282983096303543,"score_spread":0.249589736684149,"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."}}