{"id":"W3202898693","doi":"10.1002/hep.32204","title":"Cirrhosis regression is associated with improved clinical outcomes in patients with nonalcoholic steatohepatitis","year":2021,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Allergan; Genentech; Valeant Pharmaceuticals International; Regeneron Pharmaceuticals; Alnylam Pharmaceuticals; Gilead Sciences; Sanofi; Ultragenyx Pharmaceutical; GlaxoSmithKline; Bristol-Myers Squibb; Eli Lilly and Company; AstraZeneca; Amgen; Pfizer; Novo Nordisk; Falk Foundation","keywords":"Transient elastography; Cirrhosis; Medicine; Fibrosis; Internal medicine; Gastroenterology; Nonalcoholic steatohepatitis; Hepatic fibrosis; Steatohepatitis; Nonalcoholic fatty liver disease; Hepatology; Fatty liver; Liver fibrosis; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008013471,0.0002508962,0.0003659954,0.0002157626,0.000200939,0.0003262896,0.0001611039,0.0002925578,0.001795351],"category_scores_gemma":[0.00183322,0.0001390934,0.0003501075,0.0002737253,0.0002528886,0.0002951946,0.0002965881,0.0006279408,0.0001980334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105913,"about_ca_system_score_gemma":0.0003108855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004515699,"about_ca_topic_score_gemma":0.0009099013,"domain_scores_codex":[0.9997215,0.0001206666,0.00002548918,0.0000454869,0.00004386815,0.00004295887],"domain_scores_gemma":[0.9978243,0.0003857121,0.001284104,0.00008637235,0.000116021,0.0003035888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008716731,0.0003834012,0.9722123,0.00008082983,0.0002133272,0.00009354684,0.00002749944,0.0002710479,0.001677925,0.00003060033,0.0002341607,0.01605866],"study_design_scores_gemma":[0.0001690918,0.001714507,0.9967802,0.000009206131,0.00009950304,0.0001791574,0.00002360913,0.0005202097,0.0002276151,0.00005117257,0.000221189,0.000004544271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997979,0.001015877,0.0001456812,0.0001399001,0.00001316417,0.00001908895,0.00009012358,0.000009366139,0.0005877853],"genre_scores_gemma":[0.9993786,0.000147502,0.00009875958,0.00004748462,0.00002554289,0.000007389668,0.0001218,0.000001275246,0.0001718509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001795351,"threshold_uncertainty_score":0.006006062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100687826843595,"score_gpt":0.3051243861908361,"score_spread":0.2841175079224001,"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."}}