{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007376191,0.0002066512,0.0007612983,0.00007811189,0.00004594075,0.000010203,0.00005044164,0.0001720503,0.0003077867],"category_scores_gemma":[0.0001524449,0.0001267741,0.0001250139,0.0002264803,0.00008675595,0.00005296757,0.00004752009,0.0001861758,0.0000272567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001330881,"about_ca_system_score_gemma":0.0002754907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002490293,"about_ca_topic_score_gemma":0.0008855411,"domain_scores_codex":[0.9984612,0.0001631183,0.0003644064,0.0004649948,0.0002403129,0.0003059726],"domain_scores_gemma":[0.9988139,0.0002414804,0.0001498332,0.000355529,0.0002514439,0.0001877915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003907782,0.003489515,0.9922216,0.00001581228,0.000688928,0.0007868154,0.00008341763,4.703928e-8,0.00000118419,0.00002023557,0.0004533829,0.001848303],"study_design_scores_gemma":[0.01187044,0.001120449,0.9858207,0.0002085265,0.0004111237,0.00001027351,0.00002057632,0.00006198035,0.0001360989,0.00001256475,0.0001804318,0.0001468584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975313,0.000129111,0.000001979348,0.001384577,0.00009474592,0.0003955725,0.00007198958,0.00003566439,0.0003550726],"genre_scores_gemma":[0.9963226,0.0001202,0.0001895089,0.002705889,0.00001403088,0.00008882347,0.0003174614,0.00002691213,0.0002145785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01147967,"threshold_uncertainty_score":0.5169698,"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."}}