{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004896676,0.0001764915,0.000275497,0.0003246942,0.0001846956,0.0003271243,0.0001819241,0.0002174874,0.0007598885],"category_scores_gemma":[0.00206045,0.00009374295,0.0003381051,0.0004713473,0.0002416672,0.0001858616,0.0002210979,0.000369478,0.00007680558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323067,"about_ca_system_score_gemma":0.0003003508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205399,"about_ca_topic_score_gemma":0.001858092,"domain_scores_codex":[0.9997903,0.00006161044,0.00002529326,0.00003822459,0.00004961409,0.00003507131],"domain_scores_gemma":[0.9985997,0.0004119779,0.0005849309,0.0000532813,0.00009888799,0.0002511585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001429439,0.000008256852,0.9988647,0.000004083714,0.00001814869,0.00003018043,0.000007439247,0.00006744238,0.00009509458,0.000005141005,0.0000249441,0.000731875],"study_design_scores_gemma":[0.000005471533,0.0001013714,0.9988695,0.000004037288,0.00003442397,0.0002137915,0.00003982818,0.000551154,0.00008691015,0.00002157725,0.00006933384,0.000002669747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990948,0.0005223606,0.00008501984,0.00003339432,0.000005763463,0.000002597751,0.00007068047,0.000002616441,0.0001828679],"genre_scores_gemma":[0.9997796,0.00005711362,0.00004522331,0.000005512096,0.000006748578,0.000001538643,0.00008115423,4.443832e-7,0.000022694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001205399,"threshold_uncertainty_score":0.002589643,"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."}}