{"id":"W4318065001","doi":"10.1016/j.clgc.2023.01.008","title":"Predictive and Prognostic Role of the Neutrophil-to-Lymphocyte Ratio in Muscle Invasive Bladder Cancer Treated With Neoadjuvant Chemotherapy and Radical Cystectomy","year":2023,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Cystectomy; Bladder cancer; Receiver operating characteristic; Oncology; Internal medicine; Youden's J statistic; Urology; Area under the curve; Neoadjuvant therapy; Proportional hazards model; Logistic regression; Retrospective cohort study; Cancer; Gastroenterology","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":[0.0002716032,0.0002501662,0.0005300738,0.0001386577,0.00008397258,0.00001458876,0.0001409177,0.0001771882,0.00005529257],"category_scores_gemma":[0.0002059562,0.000165066,0.0001014656,0.0006920696,0.0006407071,0.00006886715,0.0001622561,0.0002803795,0.000003365365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299605,"about_ca_system_score_gemma":0.0006894892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001659119,"about_ca_topic_score_gemma":0.000109612,"domain_scores_codex":[0.9980116,0.0001942287,0.0005575372,0.0005753646,0.0003134582,0.000347823],"domain_scores_gemma":[0.9986401,0.0004015023,0.0001710331,0.0003527249,0.0001299929,0.0003046843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004166784,0.0002179869,0.966783,0.0001609212,0.0003542296,0.0001934227,0.000490475,0.00008779861,0.004421494,0.000002381628,0.0004832583,0.02263829],"study_design_scores_gemma":[0.006322008,0.000964703,0.9855824,0.0007489112,0.0002808193,0.00002167599,0.0002798245,0.001312958,0.003558618,0.00002931262,0.0007097087,0.0001891117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933119,0.002616191,0.000001667084,0.001799638,0.000131778,0.001890874,0.00007376888,0.00006768918,0.0001064667],"genre_scores_gemma":[0.9949296,0.002928206,0.00009256793,0.0007778225,0.0003114039,0.0007961372,0.000007537612,0.00005008294,0.0001066877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02244918,"threshold_uncertainty_score":0.6731197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783139118237769,"score_gpt":0.306616748228257,"score_spread":0.2887853570458793,"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."}}