{"id":"W4384818602","doi":"10.1111/apt.17650","title":"Early serum ammonia variation in critically ill patients with cirrhosis: A multicentre cohort study","year":2023,"lang":"en","type":"article","venue":"Alimentary Pharmacology & Therapeutics","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Alberta; Alberta Health Services","funders":"Canada Research Chairs; Canadian Liver Foundation","keywords":"Medicine; Cohort; Hepatic encephalopathy; Internal medicine; Cirrhosis; Cohort study; Intensive care; Pediatrics; Intensive care medicine","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":[0.001638577,0.0004924651,0.0007193626,0.0007220969,0.0006064747,0.001048678,0.000696458,0.0007338778,0.001050917],"category_scores_gemma":[0.002704507,0.000427768,0.0009700556,0.001355604,0.0003891347,0.0006929243,0.0009331307,0.0007502696,0.0002129771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004483515,"about_ca_system_score_gemma":0.0005064679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005977728,"about_ca_topic_score_gemma":0.008109586,"domain_scores_codex":[0.9987444,0.0004210737,0.0001496604,0.0003545485,0.0001475176,0.0001827646],"domain_scores_gemma":[0.9974627,0.0003761391,0.001023744,0.0003879527,0.000255862,0.0004934886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002409585,0.00002928527,0.9988563,0.00001199078,0.0001313625,0.00007603862,0.0000688608,0.00001913388,0.0001122563,0.000009486341,0.00007358145,0.0003707495],"study_design_scores_gemma":[0.00002884285,0.0001635007,0.9991301,0.000009983273,0.00006482888,0.0001798341,0.0001351522,0.00012711,0.00002296266,0.00001691099,0.0001146903,0.000006141736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992186,0.0002082403,0.00007009425,0.00004076853,0.000008017853,0.00001517095,0.0003350745,0.000001695892,0.0001024812],"genre_scores_gemma":[0.9992387,0.00008614114,0.00007651614,0.00003897848,0.00001755406,0.0000175101,0.000475005,0.000002002849,0.00004767098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005977728,"threshold_uncertainty_score":0.01188588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349348426027219,"score_gpt":0.2941383211765333,"score_spread":0.2806448369162611,"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."}}