{"id":"W3004761772","doi":"10.1016/j.clgc.2020.02.001","title":"Histologic Subtype, Tumor Grade, Tumor Size, and Race Can Accurately Predict the Probability of Synchronous Metastases in T2 Renal Cell Carcinoma","year":2020,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Ottawa Hospital; University of Ottawa; Surgical Specialties (Canada); McGill University Health Centre; Université de Montréal","funders":"","keywords":"Medicine; Chromophobe cell; Renal cell carcinoma; Logistic regression; Nephrectomy; Internal medicine; Carcinoma; Clear cell; Gastroenterology; Urology; Pathology; Oncology; 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":[0.0005598255,0.0003582659,0.001051696,0.00004638289,0.00007842052,0.00001342061,0.0002739644,0.0001081075,0.0001960547],"category_scores_gemma":[0.0008134831,0.0002324649,0.0002871501,0.0003638064,0.0006654165,0.00006420291,0.0002256152,0.0006791,0.000007806767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002633681,"about_ca_system_score_gemma":0.0009292993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006292568,"about_ca_topic_score_gemma":0.0001687783,"domain_scores_codex":[0.9966873,0.0005670704,0.001145386,0.00079519,0.0003684345,0.0004366048],"domain_scores_gemma":[0.9972214,0.001184078,0.000437244,0.0005696505,0.0001485426,0.0004391532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003857168,0.001297152,0.98226,0.0008109583,0.0001320763,0.002947434,0.0003864128,0.0001078772,0.003623516,0.000006246656,0.002687226,0.001883938],"study_design_scores_gemma":[0.004102013,0.004804706,0.9767588,0.00007880302,0.0005400059,0.000170821,0.0001732889,0.000230406,0.01113816,0.00007969108,0.001665822,0.0002575229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822991,0.01129723,0.000002796573,0.004103432,0.0001992116,0.001470334,0.0001248493,0.00004237452,0.0004606404],"genre_scores_gemma":[0.9969594,0.0003900023,0.0005414152,0.001293859,0.0004074035,0.0001980601,0.00001722072,0.0000356971,0.0001569392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01466027,"threshold_uncertainty_score":0.9479643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09900866393972269,"score_gpt":0.3375998677825703,"score_spread":0.2385912038428476,"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."}}