{"id":"W4406945261","doi":"10.1093/jcag/gwae057","title":"Effects of GLP-1 receptor agonist therapy on resolution of steatohepatitis in non-alcoholic fatty liver disease: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary","funders":"","keywords":"Steatohepatitis; Fatty liver; Agonist; Meta-analysis; Medicine; Internal medicine; Disease; Glucagon-like peptide 1 receptor; Gastroenterology; Receptor","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01209435,0.002814145,0.02479316,0.006364726,0.0006772543,0.00350775,0.002298783,0.00231278,0.00410363],"category_scores_gemma":[0.02874134,0.00160817,0.03813774,0.006874031,0.0008102784,0.001995622,0.001471801,0.002001816,0.0003467562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002739064,"about_ca_system_score_gemma":0.003521249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006665044,"about_ca_topic_score_gemma":0.01468145,"domain_scores_codex":[0.9915012,0.003864057,0.002585642,0.0008332194,0.0009547297,0.0002610379],"domain_scores_gemma":[0.9833469,0.01171644,0.002860649,0.0004101733,0.001413951,0.0002519248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00145382,0.00002389643,0.001550286,0.482591,0.5042576,0.0000956837,0.00006363158,0.0003676311,0.0001559386,0.00009133833,0.0004770653,0.008872136],"study_design_scores_gemma":[0.0005149543,0.0001590556,0.001801488,0.03148304,0.9645033,0.00007275745,0.00003365312,0.0001294241,0.00008375602,0.0001296795,0.001069883,0.00001898231],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00274888,0.9959542,0.0003181255,0.0001354333,0.000118515,0.0002597832,0.0002772302,0.00001926055,0.0001685985],"genre_scores_gemma":[0.1126556,0.8823664,0.001829733,0.0008502746,0.0002471662,0.001129722,0.0005602404,0.00002804773,0.0003328104],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02479316,"threshold_uncertainty_score":0.0639618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061647367280404,"score_gpt":0.2876228729725395,"score_spread":0.2670063992997355,"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."}}