{"id":"W3125897477","doi":"","title":"Do Stricter Penalties or Media Publicity Reduce Alcohol Consumption By Drivers","year":2002,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publicity; Newspaper; Alcohol consumption; Punishment (psychology); Consumption (sociology); Media coverage; Advertising; Blood alcohol content; Business; Drunk drivers; Control (management); Blood alcohol; Alcohol; Environmental health; Public economics; Drunk driving; Poison control; Human factors and ergonomics; Economics; Injury prevention; Psychology; Social psychology; Marketing; Medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113211,0.0001380553,0.0002187827,0.0005059692,0.0003206576,0.0007896755,0.0003676099,0.000681336,0.003127592],"category_scores_gemma":[0.01818682,0.0001734624,0.0002261642,0.0004266672,0.0006261405,0.0005136712,0.0005303604,0.0005431085,0.0004128916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102979,"about_ca_system_score_gemma":0.001557011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04745258,"about_ca_topic_score_gemma":0.09505104,"domain_scores_codex":[0.99902,0.0002777311,0.0000598843,0.0001023525,0.0001931164,0.0003468223],"domain_scores_gemma":[0.9872279,0.002296883,0.008039174,0.0006506708,0.000743098,0.001042226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008305961,0.001240866,0.9298073,0.0001186785,0.0002551084,0.0001036225,0.0008229657,0.002127185,0.002144422,0.002153427,0.005722077,0.05467374],"study_design_scores_gemma":[0.00002500448,0.0001224819,0.9965225,0.00001223938,0.00003824086,0.00001830589,0.0003441752,0.0004570039,0.0005099918,0.0003527319,0.001589135,0.000008304507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936665,0.0001192773,0.0001206424,0.001771997,0.00001964209,0.00001241768,0.0002974364,0.00001777361,0.003974427],"genre_scores_gemma":[0.9985259,0.00009173252,0.00008637582,0.0001868903,0.00002495683,0.000007586736,0.0001582724,0.000003127711,0.0009150731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04745258,"threshold_uncertainty_score":0.09435272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1885179741080217,"score_gpt":0.4265321015523186,"score_spread":0.2380141274442968,"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."}}