{"id":"W2753384002","doi":"10.1002/hep.29488","title":"Continuous renal replacement therapy is associated with reduced serum ammonia levels and mortality in acute liver failure","year":2017,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":233,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Renal replacement therapy; Hyperammonemia; Medicine; Hepatic encephalopathy; Odds ratio; Internal medicine; Gastroenterology; Confidence interval; Liver disease; Encephalopathy; Cohort; Cirrhosis","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":[0.0001153853,0.0001150394,0.0002996154,0.00004328627,0.0001019163,0.00002001245,0.00005713812,0.0001115753,0.00008370597],"category_scores_gemma":[0.000007980228,0.00008923027,0.00002818186,0.00003060178,0.0001101944,0.00009313232,0.0000138507,0.0001210599,0.00000582778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003120823,"about_ca_system_score_gemma":0.00008468989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005678594,"about_ca_topic_score_gemma":0.001633899,"domain_scores_codex":[0.9992154,0.00006204268,0.0001505899,0.0002586515,0.0001203075,0.0001930307],"domain_scores_gemma":[0.9994299,0.00002351938,0.0001224745,0.0002891945,0.00005803656,0.00007684204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009532987,0.00009047516,0.9941584,0.00001793939,0.0007037551,0.001048012,0.0008405937,3.431221e-8,0.001655216,0.00004034991,0.0001413324,0.0003506071],"study_design_scores_gemma":[0.005887345,0.0003399374,0.9853981,0.00008555569,0.0003722566,0.0001157558,0.00003306329,0.0001254294,0.007398156,0.000065186,0.0000781687,0.0001010597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997846,0.0001184304,0.00001035936,0.001330115,0.00003846871,0.0003233214,0.0000763463,0.00002431598,0.0002326096],"genre_scores_gemma":[0.9988264,0.0002480678,0.00006489606,0.0005597359,0.00001750948,0.00001984026,0.00004616295,0.00001039476,0.0002069355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0087603,"threshold_uncertainty_score":0.3638705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03419000270133972,"score_gpt":0.300137420373104,"score_spread":0.2659474176717643,"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."}}