{"id":"W4410384541","doi":"10.1016/j.cgh.2025.04.024","title":"Association of Metabolic Comorbidities With Fibrosis Severity and Fibrosis Regression in Patients With Chronic Hepatitis B","year":2025,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Liver Centre; University of Toronto","funders":"Stichting voor Lever- en Maag-Darm Onderzoek; Gilead Sciences","keywords":"Medicine; Internal medicine; Comorbidity; Fibrosis; Gastroenterology; Diabetes mellitus; Dyslipidemia; Metabolic syndrome; Obesity; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061265,0.0001855986,0.0003428308,0.0005867749,0.0003295197,0.0004605545,0.0002031748,0.0003348035,0.00174737],"category_scores_gemma":[0.003581847,0.0001786659,0.0004404897,0.001015595,0.0002237724,0.000314295,0.0003543649,0.0006396704,0.000100941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001710154,"about_ca_system_score_gemma":0.000302236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710502,"about_ca_topic_score_gemma":0.002736682,"domain_scores_codex":[0.9992335,0.0003199407,0.0001066959,0.0001178781,0.0001386147,0.0000833659],"domain_scores_gemma":[0.9950964,0.001364484,0.002602481,0.000207902,0.0002711186,0.0004575496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001114588,0.000008461355,0.9991907,0.000005682148,0.00002721266,0.00001510715,0.000006171767,0.00001623027,0.00004343671,0.000003165521,0.00001942725,0.0005528226],"study_design_scores_gemma":[0.000007273357,0.00006221971,0.9995191,0.00000491637,0.00002430907,0.0001645809,0.00002243505,0.0001104982,0.00002420645,0.000009122981,0.0000500892,0.000001297683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988455,0.0006321324,0.00008287386,0.0000544814,0.000003991641,0.000005528168,0.0001507567,0.00000196968,0.0002227717],"genre_scores_gemma":[0.9995694,0.0001078502,0.00007360793,0.00001713906,0.00001308648,0.00000380195,0.0001769471,9.65602e-7,0.0000371247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00174737,"threshold_uncertainty_score":0.005845547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008340204856561487,"score_gpt":0.2776471149624939,"score_spread":0.2693069101059324,"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."}}