{"id":"W2172050766","doi":"10.1200/jco.2006.06.1218","title":"Multi-Institutional Validation of a New Renal Cancer–Specific Survival Nomogram","year":2007,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":555,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nomogram; Medicine; Nephrectomy; Proportional hazards model; Oncology; Internal medicine; Cancer; Overall survival; Urology; Surgery; Kidney","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":[0.004167254,0.000146842,0.001310733,0.0001890556,0.00003307114,0.000004899396,0.0001377014,0.0003265682,0.0002694581],"category_scores_gemma":[0.001229902,0.00009826566,0.0006663351,0.0001993063,0.0002448858,0.00009138475,0.00003224246,0.0006771135,0.00001639646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004119914,"about_ca_system_score_gemma":0.003174484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009550749,"about_ca_topic_score_gemma":0.0001058489,"domain_scores_codex":[0.9960472,0.0001962534,0.002739717,0.0001794374,0.0006051791,0.0002322349],"domain_scores_gemma":[0.9954309,0.001300905,0.001868239,0.0001726416,0.0006738569,0.0005534418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0199134,0.004720055,0.2536572,0.00005378796,0.001110887,0.002809111,0.0002056349,0.0006477847,0.01005943,0.0004111229,0.004420895,0.7019907],"study_design_scores_gemma":[0.01572573,0.01139379,0.8754642,0.0001574847,0.0004918913,0.0006083682,0.00007192188,0.00005706744,0.007665507,0.00015089,0.08810083,0.0001123041],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807842,0.001194225,0.01146582,0.001886633,0.002356306,0.0002014372,0.000003479434,0.000008203085,0.002099694],"genre_scores_gemma":[0.9659327,0.000559734,0.03005865,0.0002237317,0.002690451,0.000001202788,0.000006830227,0.00001226712,0.0005144189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7018784,"threshold_uncertainty_score":0.5631397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2880847023148972,"score_gpt":0.4973899852552295,"score_spread":0.2093052829403323,"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."}}