{"id":"W3008230024","doi":"10.1002/hep.31199","title":"Model for End‐Stage Liver Disease‐Lactate and Prediction of Inpatient Mortality in Patients With Chronic Liver Disease","year":2020,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"University of Alberta; Baylor Health Care System Foundation; Harvard University; Emory University","keywords":"Medicine; Liver disease; Chronic liver disease; Internal medicine; Model for End-Stage Liver Disease; Stage (stratigraphy); Disease; Gastroenterology; Liver transplantation; Cirrhosis; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00002760135,0.000111961,0.0002100045,0.00005329953,0.00002436488,0.000002687425,0.00002962167,0.00003940959,0.00002988441],"category_scores_gemma":[0.000009871211,0.00009533099,0.00004163412,0.00006520325,0.00008407974,0.0001095838,0.00001418533,0.00006313742,0.000001736741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000442696,"about_ca_system_score_gemma":0.0002007693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009007155,"about_ca_topic_score_gemma":0.0001155795,"domain_scores_codex":[0.9991978,0.00003404378,0.0002004101,0.0002633319,0.0001516047,0.0001528578],"domain_scores_gemma":[0.9994304,0.00002527199,0.00007144392,0.0001178259,0.00007178581,0.0002833423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004883566,0.0002644804,0.9917191,0.00157844,0.00008747217,0.00005564802,0.0008653569,0.0001516431,0.00001383962,0.0001562066,0.00001452496,0.0002096756],"study_design_scores_gemma":[0.002880114,0.0003472394,0.6676626,0.00004305162,0.000511042,2.209518e-7,0.000004168623,0.3284355,0.000026187,0.00002824798,0.000008817406,0.0000527942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957471,0.000344764,0.001633775,0.0001219697,0.00002344938,0.0009072415,0.001188098,0.0000232579,0.00001038044],"genre_scores_gemma":[0.9985243,0.0001977279,0.00006303441,0.0002848095,0.00002124386,0.00007414416,0.0008117966,0.00001355998,0.000009389221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3282838,"threshold_uncertainty_score":0.3887485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03199717661447657,"score_gpt":0.2433294135943011,"score_spread":0.2113322369798245,"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."}}