{"id":"W4366776642","doi":"10.1111/acer.15030","title":"Effective alcohol policies are associated with reduced consumption among demographic groups who drink heavily","year":2023,"lang":"en","type":"article","venue":"Alcohol Clinical and Experimental Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; South African Medical Research Council; Foundation for Alcohol Research and Education; International Development Research Centre; Health Promotion Agency; Health Research Council of New Zealand; Australian National Preventive Health Agency; World Health Organization","keywords":"Index (typography); Alcohol; Alcohol consumption; Demography; Medicine; Population; Consumption (sociology); Composite index; Environmental health; Psychology; Economics; Composite indicator; Sociology; Chemistry; Econometrics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001542264,0.000266767,0.0006609012,0.0003916844,0.0004188263,0.00007331476,0.0001250349,0.00025266,0.00007474997],"category_scores_gemma":[0.0006236359,0.000188584,0.0002010507,0.00103115,0.001523304,0.0001810914,0.0001515958,0.0006859088,0.0001558533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199169,"about_ca_system_score_gemma":0.00005160575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013259,"about_ca_topic_score_gemma":0.0001369318,"domain_scores_codex":[0.9967844,0.0004831311,0.0004478321,0.0006455564,0.0008702455,0.0007687842],"domain_scores_gemma":[0.9969861,0.001942328,0.0001002821,0.0003363672,0.0001811837,0.0004537756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001283422,0.0004916885,0.990389,0.00001773549,0.0004728791,0.0002348737,0.0009983723,4.135076e-7,0.003629269,0.0001043806,0.001681847,0.0006960439],"study_design_scores_gemma":[0.007965506,0.001640689,0.9711547,0.0005104481,0.00007827275,0.00001224555,0.00319737,0.00009423012,0.01500422,0.0001000516,0.00003876772,0.0002034373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960356,0.0008641491,3.675022e-7,0.0007830741,0.0001083932,0.001344336,0.000005613057,0.0002280048,0.0006304715],"genre_scores_gemma":[0.9969215,0.0008348449,0.00001436804,0.0002236277,0.0001719232,0.0003779599,0.00008131795,0.00004743198,0.00132698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01923431,"threshold_uncertainty_score":0.7690231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1894401638507325,"score_gpt":0.4759294362974819,"score_spread":0.2864892724467494,"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."}}