{"id":"W4249653627","doi":"10.32920/14668782","title":"The potential impact of increased treatment rates for alcohol dependence in the United Kingdom in 2004","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; H. Lundbeck A/S; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Burden of disease; Psychological intervention; Health Survey for England; Environmental health; Alcohol; Alcohol consumption; Demography; Alcohol dependence; Disease burden; Gerontology; Psychiatry; Population","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01476094,0.0004974245,0.001364944,0.00101561,0.0003400105,0.002093055,0.001497323,0.003041915,0.005196448],"category_scores_gemma":[0.08030639,0.0005571932,0.005144892,0.001694554,0.0005214273,0.001695386,0.001856494,0.001814976,0.0003990598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01337995,"about_ca_system_score_gemma":0.003834844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1845425,"about_ca_topic_score_gemma":0.1501404,"domain_scores_codex":[0.9642812,0.02703462,0.003560138,0.001100662,0.002476351,0.001547007],"domain_scores_gemma":[0.9646663,0.01727935,0.01192344,0.001134385,0.003508795,0.001487648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01901232,0.0008556538,0.5256924,0.0233569,0.01901117,0.002978339,0.002233193,0.07963444,0.001804464,0.01929463,0.07483477,0.2312917],"study_design_scores_gemma":[0.005183781,0.003612455,0.8822834,0.01278336,0.01691455,0.001996328,0.001869241,0.0236039,0.001622978,0.005316591,0.04436649,0.000447057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6714246,0.183151,0.003486322,0.08971315,0.003456347,0.0004879667,0.02509396,0.0003017734,0.02288493],"genre_scores_gemma":[0.9760079,0.009437345,0.00109162,0.009732114,0.0002052371,0.0001873641,0.002210266,0.00002644847,0.001101703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1845425,"threshold_uncertainty_score":0.3669366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0694782573326633,"score_gpt":0.3832499999255317,"score_spread":0.3137717425928684,"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."}}