{"id":"W2802722567","doi":"10.1002/hep.30056","title":"Acute‐on‐Chronic Liver Failure: Getting Ready for Prime Time?","year":2018,"lang":"en","type":"review","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"Grifols; Gilead Sciences","keywords":"Medicine; Intensive care medicine; Disease; Population; Liver disease; Kidney disease; Liver failure; Pathology; Surgery; Internal medicine; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001161191,0.0003461262,0.001385566,0.0001748094,0.00008242836,0.00001007612,0.0001339174,0.0005072035,0.0003418733],"category_scores_gemma":[0.00001573713,0.0002701263,0.0004232629,0.0001046388,0.00008937276,0.00004065057,0.00002148242,0.0002506028,0.003103787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832012,"about_ca_system_score_gemma":0.0007197692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007437106,"about_ca_topic_score_gemma":0.000008676683,"domain_scores_codex":[0.9984363,0.0001114109,0.0004194496,0.0005140812,0.0001326061,0.0003861884],"domain_scores_gemma":[0.9988432,0.0002964546,0.0002270683,0.0004014205,0.00009934543,0.0001325021],"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":[0.0004647652,0.0003083594,0.0001258832,0.1057912,0.008160549,0.001596556,0.0002198321,2.020067e-8,0.00001147207,0.00167184,0.04939672,0.8322528],"study_design_scores_gemma":[0.000839119,0.000779213,0.000002406713,0.006147289,0.01423699,0.0007485296,0.000001284829,0.00006915681,0.00002874884,0.00002674915,0.976858,0.000262579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004239272,0.9962661,0.000144803,0.00008910404,0.0002737349,0.00169828,0.0002886671,0.0001072846,0.001089689],"genre_scores_gemma":[0.00005453114,0.9937159,0.0004896119,0.000233403,0.0009046384,0.0002815258,0.00298827,0.00007631778,0.001255802],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9274612,"threshold_uncertainty_score":0.9999751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06034077732731347,"score_gpt":0.3619321855954637,"score_spread":0.3015914082681502,"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."}}