{"id":"W2772827846","doi":"10.1038/s41391-017-0015-8","title":"Elevated preoperative neutrophil–lymphocyte ratio predicts upgrading at radical prostatectomy","year":2017,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Prostatectomy; Neutrophil to lymphocyte ratio; Prostate cancer; Internal medicine; Biochemical recurrence; Urology; Gastroenterology; Proportional hazards model; Pathological; Lymphocyte; Cancer","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000196736,0.0005433013,0.0006632917,0.0001476837,0.00150771,0.0004843946,0.0002557139,0.0001173264,0.0003018015],"category_scores_gemma":[0.0004758915,0.0004512332,0.0001598001,0.000144677,0.001191238,0.0006657572,0.0003289389,0.0002095828,0.00002967569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004618054,"about_ca_system_score_gemma":0.0008815929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005942474,"about_ca_topic_score_gemma":0.00001099453,"domain_scores_codex":[0.9969932,0.0001081213,0.0005943697,0.0009186443,0.0006072024,0.0007784502],"domain_scores_gemma":[0.9973791,0.000105052,0.0004090451,0.0008190669,0.0003360119,0.0009517091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009435454,0.0003628067,0.9557302,0.002595703,0.0007271257,0.0006693444,0.001983966,0.00001260974,0.004537737,0.0003724527,0.003124677,0.02044791],"study_design_scores_gemma":[0.01526785,0.0007477092,0.9436294,0.001710192,0.001553951,0.000118728,0.000258119,0.003372785,0.02549425,0.001218105,0.005621107,0.001007745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823171,0.008905738,0.00001676817,0.001897573,0.0003658223,0.0041322,0.001255534,0.0002723917,0.0008368872],"genre_scores_gemma":[0.9911762,0.003033017,0.0003661945,0.00065287,0.0002327531,0.002208423,0.0003044109,0.0001005461,0.001925515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02095652,"threshold_uncertainty_score":0.9997939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511894588917921,"score_gpt":0.2905545598985095,"score_spread":0.2754356140093303,"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."}}