{"id":"W2203813320","doi":"10.12688/f1000research.6474.1","title":"Neutrophil Lymphocyte Ratio as a predictor of systemic inflammation - A cross-sectional study in a pre-admission setting.","year":2015,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"University Health Network","keywords":"Population; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006040463,0.0002768565,0.0002992056,0.0005172078,0.0004725681,0.0005924637,0.0002746447,0.0004700034,0.001232598],"category_scores_gemma":[0.001777797,0.0003262973,0.0002677165,0.0007003543,0.0003561087,0.0003890533,0.0003755972,0.0007497286,0.0002295973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006397951,"about_ca_system_score_gemma":0.0005543702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01812369,"about_ca_topic_score_gemma":0.02023829,"domain_scores_codex":[0.9994685,0.0001287448,0.00005610013,0.0001073844,0.0001230939,0.0001162153],"domain_scores_gemma":[0.9983658,0.0002579109,0.0006357129,0.00008964172,0.0002143483,0.000436677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003957141,0.00001694221,0.9996681,0.000003268838,0.000009957339,0.00002984228,0.00002945025,0.000004898709,0.0000599383,0.000001817036,0.00002033901,0.0001157519],"study_design_scores_gemma":[0.000003387285,0.0001093773,0.9995216,0.00000204517,0.000009233422,0.0001519689,0.0001020838,0.00003896885,0.00001928658,0.00000202979,0.00003853509,0.000001512978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994183,0.0001645096,0.00003296482,0.00002230177,0.000003600089,0.00001074901,0.000180712,0.000001404472,0.0001655745],"genre_scores_gemma":[0.9996588,0.0000470468,0.00003483195,0.00002371826,0.000005327931,0.000007660246,0.0001650445,5.134565e-7,0.00005704711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01812369,"threshold_uncertainty_score":0.03603637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04580830030258944,"score_gpt":0.3854513140288675,"score_spread":0.3396430137262781,"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."}}