{"id":"W2137025653","doi":"10.1158/1078-0432.ccr-08-1888","title":"A Simple and Accurate Model for Prediction of Cancer-Specific Mortality in Patients Treated with Surgery for Primary Penile Squamous Cell Carcinoma","year":2009,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Genital Health and Disease","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Nomogram; Penectomy; Surveillance, Epidemiology, and End Results; Proportional hazards model; Receiver operating characteristic; Penile cancer; Stage (stratigraphy); Prognostic variable; Oncology; Surgery; Internal medicine; Epidemiology; Cancer; Cancer registry","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":[0.003187204,0.0007718347,0.001120804,0.001488936,0.0003826279,0.001133735,0.0009799149,0.0007271698,0.001990333],"category_scores_gemma":[0.007897878,0.0003297419,0.000769205,0.0005687019,0.0002729253,0.0004057149,0.0004121782,0.0007910116,0.0004543506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009434147,"about_ca_system_score_gemma":0.001531758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01255789,"about_ca_topic_score_gemma":0.007360114,"domain_scores_codex":[0.99927,0.000321152,0.00005280214,0.0001647686,0.0001170042,0.00007436389],"domain_scores_gemma":[0.9961979,0.0027191,0.0004066943,0.0001035553,0.0004081965,0.0001645575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008924984,0.0005358958,0.4332909,0.0001104035,0.0005554095,0.0004497644,0.0001060874,0.5083832,0.0005090528,0.0008527031,0.004983737,0.04933038],"study_design_scores_gemma":[0.00006160054,0.0001815856,0.02354994,0.00002298821,0.00005879641,0.00008948767,0.00001752225,0.9748924,0.0001119618,0.0006874817,0.0003128868,0.00001337836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337981,0.0006744975,0.05862505,0.001597502,0.0001453593,0.000235089,0.002797861,0.0005827966,0.001543777],"genre_scores_gemma":[0.9899604,0.0001069525,0.007649101,0.0000790585,0.00005775439,0.0001117092,0.001340004,0.00001230434,0.0006827189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01255789,"threshold_uncertainty_score":0.02496958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2571921503794455,"score_gpt":0.4846290437228462,"score_spread":0.2274368933434007,"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."}}