{"id":"W4205574595","doi":"10.1093/alcalc/agac003","title":"Predicting the Impact of Alcohol Taxation Increases on Mortality—A Comparison of Different Estimation Techniques","year":2022,"lang":"en","type":"article","venue":"Alcohol and Alcoholism","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health","keywords":"Estimation; Alcohol; Econometrics; Economics; Medicine; Environmental health; Statistics; Chemistry; Mathematics; Biochemistry","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":[0.08393258,0.001414557,0.001811889,0.00324371,0.0002493052,0.001841264,0.002077636,0.001408453,0.00186605],"category_scores_gemma":[0.1823494,0.0006238528,0.006436358,0.002195716,0.0006255837,0.0016726,0.001561856,0.001673115,0.0003007385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232581,"about_ca_system_score_gemma":0.001588429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003831457,"about_ca_topic_score_gemma":0.002232355,"domain_scores_codex":[0.9392537,0.05356516,0.00233347,0.002576317,0.002025678,0.0002456004],"domain_scores_gemma":[0.8085845,0.1719728,0.01071468,0.005460475,0.003007479,0.000260106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004395512,0.0007687205,0.3219851,0.009684053,0.06199231,0.0002082946,0.001052538,0.2363652,0.001172346,0.0128777,0.002914389,0.3465838],"study_design_scores_gemma":[0.002726539,0.008045883,0.2120759,0.006712625,0.03085982,0.000665691,0.001070909,0.6585398,0.006443189,0.0581295,0.0142474,0.0004828114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2338769,0.03440065,0.7166598,0.002805,0.0003309417,0.002893309,0.004277887,0.000710522,0.004045027],"genre_scores_gemma":[0.7638977,0.009685105,0.2190961,0.0007595748,0.0001637792,0.002969811,0.002422443,0.0001175811,0.0008879076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08393258,"threshold_uncertainty_score":0.4438832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0595031815183806,"score_gpt":0.374281323936917,"score_spread":0.3147781424185364,"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."}}