{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003305992,0.0007626885,0.0006377483,0.0009278322,0.000418343,0.0009005968,0.0009862694,0.0004583395,0.002183493],"category_scores_gemma":[0.005307612,0.0002815854,0.00104727,0.000450998,0.0002166159,0.0003920313,0.0006702556,0.0008069351,0.0003709133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294226,"about_ca_system_score_gemma":0.00183777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02228604,"about_ca_topic_score_gemma":0.01837014,"domain_scores_codex":[0.9991937,0.0004465332,0.00004578473,0.0001520995,0.00006044167,0.0001014867],"domain_scores_gemma":[0.9971524,0.00173793,0.0004088063,0.0001147275,0.00036886,0.000217168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001016164,0.0005652952,0.8708522,0.00006904239,0.0008011598,0.0002100817,0.0001456182,0.1089382,0.0003533213,0.0004828097,0.003612024,0.01295405],"study_design_scores_gemma":[0.0001409148,0.0003965679,0.1331635,0.00005312769,0.0001859517,0.0001889166,0.0001584836,0.8639446,0.000156694,0.001023949,0.0005679419,0.00001941973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843072,0.0003726214,0.01068468,0.001345871,0.00007443663,0.0001059746,0.002005432,0.0001491608,0.0009545477],"genre_scores_gemma":[0.9949676,0.00006476983,0.00290686,0.00008372603,0.00001936925,0.00006611712,0.001351341,0.00000857061,0.0005315681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02228604,"threshold_uncertainty_score":0.0443126,"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."}}