{"id":"W2270335541","doi":"10.1093/eurpub/ckv190","title":"Social disparities in hazardous alcohol use: self-report bias may lead to incorrect estimates","year":2015,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":190,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism; Leibniz-Gemeinschaft; Terveyden ja hyvinvoinnin laitos; European Commission; University College London","keywords":"Socioeconomic status; Consumption (sociology); General Social Survey; Affect (linguistics); Environmental health; Alcohol consumption; Aggregate data; Survey data collection; Demography; Demographic economics; Psychology; Medicine; Geography; Social psychology; Alcohol; Economics; Population; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007317684,0.0002035829,0.0006373477,0.0004871279,0.00008762128,0.0001160151,0.000165364,0.00002999129,0.00002034902],"category_scores_gemma":[0.001543062,0.0001538607,0.0001313288,0.0004360043,0.00004586991,0.0004192209,0.00004634975,0.0003587107,0.00008295275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006312585,"about_ca_system_score_gemma":0.00135412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007126851,"about_ca_topic_score_gemma":0.0001176989,"domain_scores_codex":[0.9968038,0.0008891571,0.0009750453,0.0001843355,0.0006030242,0.0005446842],"domain_scores_gemma":[0.998008,0.0001245837,0.0004865004,0.0001940397,0.0003702573,0.0008166013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007821655,0.0003308492,0.8954313,0.00002843923,0.00009862789,0.00562929,0.008526252,0.000006509438,0.000005570875,0.00005869467,0.0575998,0.03220645],"study_design_scores_gemma":[0.005099657,0.001137246,0.9234903,0.000215823,0.00004924416,0.002889425,0.002252349,0.00002341168,0.00002199523,0.00002091665,0.06460539,0.0001942763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532804,0.0004336736,0.0004929738,0.04284906,0.0005716367,0.0002506316,0.000001529041,0.00008159432,0.002038519],"genre_scores_gemma":[0.9896214,0.00007668781,0.005133754,0.003479355,0.0006134077,0.000001910575,0.00001197313,0.0000526206,0.001008898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03936971,"threshold_uncertainty_score":0.6274256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2832405916768413,"score_gpt":0.3927870446829232,"score_spread":0.1095464530060819,"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."}}