{"id":"W4244837793","doi":"10.1097/00000374-200203000-00005","title":"CDT, GGT, and AST As Markers of Alcohol Use: The WHO/ISBRA Collaborative Project","year":2002,"lang":"en","type":"article","venue":"Alcoholism Clinical and Experimental Research","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbohydrate deficient transferrin; Internal medicine; Medicine; Alcohol consumption; Receiver operating characteristic; Gamma-glutamyltransferase; Body mass index; Alcohol; Demography; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04182013,0.00169791,0.002760179,0.004756879,0.0008214344,0.002000288,0.002265285,0.001070309,0.000615422],"category_scores_gemma":[0.01604181,0.0005979591,0.001552665,0.005801457,0.001000671,0.0006060997,0.002175789,0.0009442749,0.0004287838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001912461,"about_ca_system_score_gemma":0.007112328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07211755,"about_ca_topic_score_gemma":0.0185153,"domain_scores_codex":[0.9830977,0.01093144,0.0009692216,0.001271201,0.003027872,0.0007025801],"domain_scores_gemma":[0.9663264,0.005236058,0.005250073,0.004210916,0.01607648,0.002900104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003169241,0.000583103,0.9169323,0.001419185,0.00176752,0.00009355664,0.00078341,0.001778749,0.001062996,0.0005135903,0.007326497,0.06456994],"study_design_scores_gemma":[0.000556675,0.0007707083,0.9800407,0.0008104959,0.001827909,0.0003488164,0.0005553419,0.002605043,0.001608801,0.0002657512,0.01056998,0.00003996856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8566732,0.03895824,0.03238312,0.003654344,0.000373559,0.006614089,0.04396132,0.0005017987,0.01688028],"genre_scores_gemma":[0.9260092,0.007003348,0.03295458,0.0006153288,0.0002582992,0.003989314,0.02729236,0.0001890487,0.001688492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07211755,"threshold_uncertainty_score":0.2211687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4660222368798942,"score_gpt":0.5685223695383467,"score_spread":0.1025001326584525,"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."}}