{"id":"W4416610691","doi":"10.3350/cmh.2025.0921","title":"Novel biomarkers for alcohol-associated liver disease and their implications across clinical settings","year":2025,"lang":"en","type":"article","venue":"Clinical and Molecular Hepatology","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Transient elastography; Liver disease; Liver biopsy; Nonalcoholic fatty liver disease; Fatty liver; Dysbiosis; Biomarker; Disease; Metabolome; Gut flora","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001097134,0.0001597681,0.0005777649,0.00005018542,0.0001989045,0.00001528452,0.00006939865,0.0003591519,0.000006684324],"category_scores_gemma":[0.003224313,0.0001293675,0.0002358632,0.0001169947,0.0007257208,0.00002159232,0.0001260902,0.0002858728,0.000005051545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001551112,"about_ca_system_score_gemma":0.0002508762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734692,"about_ca_topic_score_gemma":0.00002904525,"domain_scores_codex":[0.998192,0.0001808516,0.0007011186,0.0005473929,0.00004022442,0.0003384759],"domain_scores_gemma":[0.9973305,0.001609308,0.0001394854,0.000285508,0.0001636609,0.0004715277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009118011,0.0005883502,0.9373087,0.0002916224,0.0005262719,0.00001967776,0.00003900805,2.766232e-8,0.0007154166,0.004736514,0.005194684,0.04966794],"study_design_scores_gemma":[0.006137017,0.0002925381,0.9524406,0.0001064754,0.0003318037,0.00002656358,0.0000216819,0.00161465,0.00003276293,0.001176196,0.0376787,0.000141062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553166,0.002177727,0.008773272,0.03216897,0.0002790565,0.001006876,0.0001024641,0.00006953788,0.0001054833],"genre_scores_gemma":[0.960251,0.001253701,0.0007666537,0.0373247,0.00004538162,0.0001155889,0.00008617607,0.00001515112,0.0001416288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04952687,"threshold_uncertainty_score":0.5275453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1321749199031051,"score_gpt":0.4779696562412868,"score_spread":0.3457947363381817,"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."}}