{"id":"W1981121403","doi":"10.1159/000277588","title":"A Nomogram Predicting Prostate Cancer-Specific Mortality after Radical Prostatectomy","year":2010,"lang":"en","type":"article","venue":"Urologia Internationalis","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Washington State University","keywords":"Nomogram; Medicine; Prostatectomy; Prostate cancer; Proportional hazards model; Urology; Lymph node; Internal medicine; Oncology; Stage (stratigraphy); Radiation therapy; Biochemical recurrence; Regression; Cancer; Surgery; Statistics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002160639,0.0002252933,0.0002629706,0.0001088997,0.00006730366,0.00006714585,0.0001352656,0.0001258659,0.001568804],"category_scores_gemma":[0.00009021111,0.0001763795,0.000142675,0.0001534937,0.0002183442,0.0001343149,0.00007781674,0.0004911119,0.00005088746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467066,"about_ca_system_score_gemma":0.0001336651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000352996,"about_ca_topic_score_gemma":0.0001904014,"domain_scores_codex":[0.9983175,0.00002786858,0.0003670277,0.0004973773,0.0004418826,0.0003483494],"domain_scores_gemma":[0.9990275,0.00007272412,0.0001327723,0.000328997,0.0002375289,0.0002004982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004189452,0.0004127961,0.9863763,0.00003534487,0.0002422338,0.0002616346,0.0002322405,0.000007552759,0.001276925,0.000795743,0.001232448,0.008707858],"study_design_scores_gemma":[0.002158974,0.0003837844,0.9191309,0.00006834637,0.0001036137,0.0000769652,0.00001486813,0.0002812184,0.005293069,0.0005084331,0.07179439,0.0001854213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991476,0.0006874741,0.00003386236,0.003882756,0.0009595182,0.0009890007,0.0003538638,0.0001803439,0.001437199],"genre_scores_gemma":[0.9948139,0.0003842807,0.0007398458,0.001108246,0.0004873712,0.001951476,0.0001950456,0.00003186718,0.0002879824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07056194,"threshold_uncertainty_score":0.9993439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624595199594283,"score_gpt":0.2993403220874201,"score_spread":0.2830943700914773,"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."}}