{"id":"W7117102482","doi":"10.12688/f1000research.172858.1","title":"Population-Specific Biomarker Signatures in Alcohol Use Disorder: Ethnic and Viral Influences in a Central Asian Cohort","year":2025,"lang":"en","type":"article","venue":"F1000Research","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Biomarker; Creatinine; Cohort; Alcohol use disorder; Cohort study; Alcohol","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":[0.0004412395,0.0002850757,0.0002761468,0.0006090112,0.0005620276,0.0006750704,0.0002546558,0.0002882784,0.001077613],"category_scores_gemma":[0.0006284455,0.0002303132,0.0003515336,0.0007366974,0.0003012625,0.0002652859,0.0004130278,0.0003159223,0.0001776243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874273,"about_ca_system_score_gemma":0.0003205784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01196944,"about_ca_topic_score_gemma":0.01292341,"domain_scores_codex":[0.9997957,0.00004390439,0.00002017233,0.0000584963,0.00002697861,0.00005481814],"domain_scores_gemma":[0.9996588,0.00003603768,0.0001355017,0.00004309166,0.00004409546,0.00008243688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007967954,0.00001064267,0.9990969,0.000002211698,0.0000276425,0.00003234483,0.00007461182,0.00001089592,0.0002323384,0.000007416655,0.00001923883,0.0004061625],"study_design_scores_gemma":[0.000001885145,0.00004040809,0.9994065,0.000001742487,0.00001724952,0.0001162576,0.000226725,0.00006938745,0.00004473886,0.000009745699,0.00006391505,0.000001510651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997163,0.00005956441,0.00002680946,0.000008793128,0.000001864208,0.000002792413,0.0000853089,0.000001005565,0.00009752539],"genre_scores_gemma":[0.9998243,0.00001982014,0.00002588682,0.00000764276,0.000002108038,0.000002319631,0.00006686294,8.406149e-7,0.00005012476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196944,"threshold_uncertainty_score":0.02379954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118719678553864,"score_gpt":0.4459706235852127,"score_spread":0.3272509450313487,"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."}}