{"id":"W2128353247","doi":"10.1016/j.eururo.2007.01.060","title":"Development and Split-Sample Validation of a Nomogram Predicting the Probability of Seminal Vesicle Invasion at Radical Prostatectomy","year":2007,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nomogram; Prostatectomy; Medicine; Urology; Logistic regression; Cutoff; Cohort; Prostate cancer; Surgery; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.001096406,0.00008819162,0.0001737621,0.00003753772,0.00006383011,0.000002975775,0.00004756345,0.00002638886,0.00001964131],"category_scores_gemma":[0.0002102928,0.00005819247,0.00002958866,0.00009025816,0.0002090599,0.00002119075,0.0001054631,0.0000852572,0.00000285613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006145157,"about_ca_system_score_gemma":0.00005098654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001691573,"about_ca_topic_score_gemma":0.00001164732,"domain_scores_codex":[0.9990097,0.0001118913,0.000366206,0.0002074439,0.0001341486,0.0001705849],"domain_scores_gemma":[0.9992614,0.0002775538,0.0001566039,0.0001751377,0.00005987356,0.00006939402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009564264,0.0004551612,0.9220376,0.0002159629,0.00008349463,0.00004427078,0.003637924,0.000009834791,0.01311154,0.000198546,0.0000578972,0.05919133],"study_design_scores_gemma":[0.001452221,0.001016559,0.8038218,0.00004661913,0.00007739351,0.00005818856,0.00007476898,0.00002884159,0.1860602,0.00007125008,0.007236844,0.00005527225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978464,0.0002421975,0.000230542,0.000296908,0.00003665333,0.0005725612,0.000007876974,0.00001861395,0.0007482984],"genre_scores_gemma":[0.9954197,0.00002977085,0.004347716,0.0001015342,0.00003127527,0.00001194319,0.00003363677,0.00001182148,0.00001260676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1729487,"threshold_uncertainty_score":0.237302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573278980098708,"score_gpt":0.2599247739189305,"score_spread":0.2341919841179435,"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."}}