{"id":"W4386789315","doi":"10.33137/utjph.v4i1.40525","title":"Prevention Paradox and the Case for Universal Alcohol Policies","year":2023,"lang":"en","type":"article","venue":"University of Toronto Journal of Public Health","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Public Health Ontario; University of Toronto","funders":"","keywords":"Harm; Medicine; Population; Environmental health; Demography; Alcohol; Emergency department; Alcohol consumption; Health care; Addiction; Consumption (sociology); Occupational safety and health; Gerontology; Psychiatry; Psychology; Social psychology; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02487355,0.0005319729,0.001527846,0.002269787,0.003452925,0.005394076,0.003068385,0.004825994,0.0125676],"category_scores_gemma":[0.07168608,0.000582917,0.001296866,0.002005473,0.01244758,0.008221625,0.004595933,0.007951008,0.0005300278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04124778,"about_ca_system_score_gemma":0.07108765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5713974,"about_ca_topic_score_gemma":0.4050238,"domain_scores_codex":[0.9867086,0.004525143,0.0004208063,0.001412509,0.002843385,0.004089547],"domain_scores_gemma":[0.9550885,0.01865426,0.005452787,0.003358003,0.008255132,0.0091914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002976891,0.0002934324,0.05170095,0.0006337438,0.0002749966,0.0004611701,0.003909332,0.005124298,0.0002044015,0.8098001,0.06656057,0.06073931],"study_design_scores_gemma":[0.0005380764,0.000135836,0.06683864,0.002447588,0.0002151324,0.0003656668,0.004776768,0.008627822,0.0005010633,0.7187536,0.1966658,0.0001340157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07575899,0.01059298,0.01147485,0.8005886,0.000792065,0.0002131873,0.00134699,0.0002791398,0.09895319],"genre_scores_gemma":[0.903021,0.003701797,0.003488009,0.08343919,0.0009202445,0.0001709467,0.0003628983,0.00008640796,0.004809534],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5713974,"threshold_uncertainty_score":0.8622535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07938418186079159,"score_gpt":0.3333543209641801,"score_spread":0.2539701391033884,"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."}}