{"id":"W3137527432","doi":"10.23736/s2724-6051.21.04023-6","title":"Prognostic effect of preoperative systemic immune-inflammation index in patients treated with cytoreductive nephrectomy for metastatic renal cell carcinoma","year":2022,"lang":"en","type":"article","venue":"Minerva Urology and Nephrology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Renal cell carcinoma; Nephrectomy; Internal medicine; Concordance; Proportional hazards model; Kidney cancer; Population; Urology; Youden's J statistic; Gastroenterology; Oncology; Surgery; Predictive value; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004478819,0.0002664869,0.0006962989,0.0003696953,0.0001259646,0.000003836542,0.00009883466,0.0001218038,0.00004123282],"category_scores_gemma":[0.0001088079,0.000212254,0.00007990171,0.0002810973,0.0002905651,0.00007396389,0.00008750296,0.000250478,9.825648e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009085324,"about_ca_system_score_gemma":0.0001228117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004027154,"about_ca_topic_score_gemma":0.00001254838,"domain_scores_codex":[0.997732,0.0008470186,0.000482015,0.0004289519,0.0001585521,0.0003514732],"domain_scores_gemma":[0.998773,0.0005016067,0.0002897548,0.0002110303,0.0001519078,0.00007264737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03535142,0.0002656949,0.9492566,0.0004631124,0.0003030964,0.00008688954,0.0006482519,0.0001434175,0.0128883,0.0000177495,0.00005150263,0.0005239371],"study_design_scores_gemma":[0.01683699,0.01825608,0.9510159,0.00002503061,0.001095802,0.0002378684,0.0001186379,0.002407149,0.009724328,0.00001878574,0.00006809088,0.0001953388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955161,0.0006401142,0.00004196378,0.0001260276,0.00006033189,0.003473639,0.00005346182,0.00002570674,0.00006261211],"genre_scores_gemma":[0.9970647,0.000002748551,0.000134333,0.0001071411,0.00002904882,0.002378692,0.0002208002,0.00002998021,0.00003253284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01851443,"threshold_uncertainty_score":0.8655465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00545880771218472,"score_gpt":0.2192307483982544,"score_spread":0.2137719406860697,"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."}}