{"id":"W4400738121","doi":"10.1111/liv.16043","title":"Ammonia and urea metabolism in acute liver failure: A multicentre cohort study","year":2024,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"National Institutes of Health; National Institute of Diabetes and Digestive and Kidney Diseases; University of Washington","keywords":"Urea; Liver failure; Ammonia; Medicine; Metabolism; Urea cycle; Cohort; Internal medicine; Chemistry; Gastroenterology; Biochemistry; Amino acid","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":[0.00008126067,0.0001048108,0.0001299997,0.000179936,0.00001936494,0.00005976711,0.00006048004,0.00003874886,0.0003453298],"category_scores_gemma":[0.000004125895,0.00009009409,0.00004526631,0.00009675592,0.00002404208,0.000235334,0.00002676507,0.0001367927,0.0001227402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004565369,"about_ca_system_score_gemma":0.0000375765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004246971,"about_ca_topic_score_gemma":0.0003225998,"domain_scores_codex":[0.99915,0.00002570302,0.0001485406,0.0002636989,0.0003058708,0.0001061844],"domain_scores_gemma":[0.999734,0.00004419723,0.00001651061,0.00007960356,0.00005267273,0.00007303399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003988303,0.000488044,0.97974,0.00009229745,0.002680288,0.004284821,0.007424984,0.000003484808,0.0004021626,0.001452806,0.0005187062,0.002513529],"study_design_scores_gemma":[0.001762924,0.0000393262,0.990052,0.0000983416,0.001208,0.0000969238,0.0002591886,0.004691994,0.0001412247,0.00003608535,0.001522594,0.00009136472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967262,0.001026997,0.00007231889,0.0004259099,0.0003344645,0.0005206534,0.00006692408,0.00005689976,0.0007696255],"genre_scores_gemma":[0.9977849,0.0005445292,0.0002915376,0.0001584821,0.0001570162,0.00003853286,0.0001181751,0.00001207414,0.0008947529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031199,"threshold_uncertainty_score":0.378112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008095454165020272,"score_gpt":0.2668024987944072,"score_spread":0.2587070446293869,"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."}}