{"id":"W4412601064","doi":"10.14309/ajg.0000000000003657","title":"A Comparison of the Predictive Value of 12 Body Composition Markers for Metabolic Dysfunction-Associated Steatotic Liver Disease, At-Risk Metabolic Dysfunction-Associated Steatohepatitis, and Increased Liver Stiffness in a General Population Setting","year":2025,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"Stichting voor Lever- en Maag-Darm Onderzoek; Ipsen","keywords":"Medicine; Waist; Anthropometry; Internal medicine; Population; Metabolic syndrome; Steatohepatitis; Body mass index; Fatty liver; Gastroenterology; Obesity; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00212157,0.0005994784,0.0005589113,0.0009898759,0.0002672078,0.0007526277,0.0004574252,0.0007646322,0.001465037],"category_scores_gemma":[0.005649086,0.0003069039,0.0008891667,0.0008389649,0.0003219966,0.0005142316,0.0006693983,0.0006566,0.0002714438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002127765,"about_ca_system_score_gemma":0.0003413254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002217754,"about_ca_topic_score_gemma":0.002238135,"domain_scores_codex":[0.9991198,0.0003512209,0.00006959378,0.000239733,0.0001438204,0.00007582107],"domain_scores_gemma":[0.9961752,0.001560711,0.001164755,0.0003155144,0.0003112321,0.0004725477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005595415,0.00004139932,0.9976568,0.00001062116,0.0002044343,0.00002186984,0.00002252017,0.0001559407,0.0000914878,0.00001065993,0.00004223901,0.001182558],"study_design_scores_gemma":[0.00004624916,0.0004486506,0.9966099,0.000009089803,0.0001912173,0.0001410116,0.0000987738,0.002229837,0.0000669011,0.00005102291,0.0001006838,0.000006750228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989665,0.0002787994,0.0001855505,0.00003855397,0.000009677544,0.000008045554,0.000256843,0.000008946989,0.0002470467],"genre_scores_gemma":[0.9994741,0.00006183555,0.0001253798,0.00001040942,0.00001253833,0.000006574935,0.0002465368,0.000001566385,0.00006103325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002217754,"threshold_uncertainty_score":0.01122004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006704677727636321,"score_gpt":0.2538807885554841,"score_spread":0.2471761108278478,"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."}}