{"id":"W4408553424","doi":"10.1007/s10754-025-09395-6","title":"The predicted impact of the proposed alcohol production deregulation policy on consumption in Thailand","year":2025,"lang":"en","type":"article","venue":"International Journal of Health Economics and Management","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Center for Alcohol Studies","keywords":"Deregulation; Alcohol consumption; Consumption (sociology); Production (economics); Natural resource economics; Economics; Agricultural economics; Business; Alcohol; Environmental science; Macroeconomics; Chemistry; Sociology","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":[0.0008307257,0.00006171339,0.0001473326,0.0003056959,0.00007837387,0.00002056946,0.00008952607,0.00002579125,0.00000347575],"category_scores_gemma":[0.00006911258,0.00003583837,0.00006324056,0.00006845203,0.00004916802,0.00005322259,0.000032812,0.0001162333,5.730224e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005515658,"about_ca_system_score_gemma":0.000393282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009446344,"about_ca_topic_score_gemma":0.00007754757,"domain_scores_codex":[0.9990928,0.00007446378,0.0005360269,0.00008452578,0.0001160981,0.00009613529],"domain_scores_gemma":[0.9992217,0.00005225852,0.0004792171,0.0001029352,0.0001057878,0.00003812933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003328133,0.0004409332,0.6420366,0.0006703633,0.0009155745,0.000004595937,0.0004317363,0.004129936,0.00007994783,0.06795142,0.004810337,0.2752004],"study_design_scores_gemma":[0.001800846,0.0001690127,0.9901839,0.0004470916,0.00001346971,0.00002052533,0.0000346274,0.00104167,0.00004116072,0.000789649,0.005434905,0.00002317549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409247,0.0003756075,0.00006073205,0.05674509,0.0007840321,0.0007257125,0.000003586273,0.000002833213,0.0003777322],"genre_scores_gemma":[0.9875677,0.01113862,0.00004774224,0.0009443305,0.00008593006,0.000005843966,0.000003005651,0.000003557261,0.0002033142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3481473,"threshold_uncertainty_score":0.1461446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894101332523221,"score_gpt":0.404045027384944,"score_spread":0.3551040140597118,"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."}}