{"id":"W4205571696","doi":"10.14309/ajg.0000000000001595","title":"Acute-on-Chronic Liver Failure Clinical Guidelines","year":2022,"lang":"en","type":"review","venue":"The American Journal of Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Grading (engineering); Chronic liver disease; Liver failure; Intensive care medicine; Cirrhosis; Clinical Practice; Chronic disease; Internal medicine; Family medicine","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":[0.0007287033,0.0002910129,0.002485911,0.0002315418,0.00007036387,0.000009606064,0.0004643155,0.00005480283,0.0004147979],"category_scores_gemma":[0.00003379565,0.0001602736,0.001307579,0.0001655893,0.0004015312,0.0000380722,0.00006131005,0.001243189,0.00004518498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136237,"about_ca_system_score_gemma":0.0005071237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004289012,"about_ca_topic_score_gemma":0.000004875335,"domain_scores_codex":[0.9966517,0.001092964,0.001379407,0.0002177538,0.0003650769,0.0002930987],"domain_scores_gemma":[0.9968075,0.0004307973,0.002063583,0.0003735646,0.0001354196,0.000189094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009464709,0.0002640427,0.0007737962,0.001467926,0.01036041,0.002565052,0.00008051079,0.000006866956,3.208751e-7,0.00001135221,0.008261347,0.9667436],"study_design_scores_gemma":[0.001645581,0.05342351,0.0002703147,0.003192432,0.02556605,0.01696331,0.000108178,0.000006046249,1.135372e-7,0.000007859362,0.8987014,0.0001152259],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00591177,0.9911404,0.0001891956,0.001707946,0.0005539707,0.0003743,0.00007611409,0.00001382928,0.00003252191],"genre_scores_gemma":[0.000606496,0.9951357,0.0003021987,0.00239736,0.001410977,0.00001421488,0.00005132992,0.00004172461,0.00004001132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9666284,"threshold_uncertainty_score":0.6535768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008428107004845,"score_gpt":0.4214946969551566,"score_spread":0.3206518862546722,"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."}}