{"id":"W2125344257","doi":"10.1016/j.eururo.2005.11.032","title":"Pre-Treatment Nomogram for Disease-Specific Survival of Patients with Chemotherapy-Naive Androgen Independent Prostate Cancer","year":2006,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Nomogram; Prostate cancer; Oncology; Chemotherapy; Internal medicine; Disease; Prostate; Androgen; Cancer; Urology; Hormone","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":[0.00006890355,0.000227141,0.000340885,0.00006121233,0.00004984688,0.000009759115,0.0000644815,0.00002711567,0.00007288977],"category_scores_gemma":[0.000003052911,0.0001550123,0.0001033022,0.00007965112,0.0001058114,0.00003112967,0.00002186515,0.00004911578,0.000007947678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439397,"about_ca_system_score_gemma":0.0000828568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006148426,"about_ca_topic_score_gemma":0.00004367046,"domain_scores_codex":[0.9987777,0.00007264203,0.0002658611,0.000405521,0.0001690089,0.000309304],"domain_scores_gemma":[0.9992135,0.00004525857,0.0001652571,0.0002870654,0.0001584599,0.0001305271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005322338,0.001897934,0.9644877,0.00004368955,0.0003008015,0.00006957614,0.0002059603,0.0001002191,0.00004181761,0.00007937935,0.0005923542,0.02685824],"study_design_scores_gemma":[0.01025812,0.004431566,0.9167778,0.000022822,0.0002370367,0.000001647173,0.000007789241,0.00001654257,0.0005353453,0.00003423297,0.0675419,0.0001351645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993923,0.001860457,0.00006739579,0.0007026524,0.0001479339,0.002053385,0.0005916424,0.00004318824,0.0006103588],"genre_scores_gemma":[0.9976043,0.000616724,0.000130104,0.0001991917,0.0001574919,0.0003066845,0.0005071057,0.00006828112,0.0004101789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06694955,"threshold_uncertainty_score":0.6321218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243725582914301,"score_gpt":0.242683488092199,"score_spread":0.230246232263056,"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."}}