{"id":"W4256288628","doi":"10.1007/978-3-7643-9923-8_2","title":"Worldwide trends in alcohol and drug impaired driving","year":2009,"lang":"en","type":"book-chapter","venue":"Birkhäuser Basel eBooks","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Developed country; Geography; Development economics; Demography; Political science; Medicine; Environmental health; Economics; Population; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001894321,0.0006767483,0.00100839,0.001052666,0.00006997405,0.00003745162,0.0001217468,0.000321061,0.0006408475],"category_scores_gemma":[0.00001488409,0.0005831097,0.0003055199,0.00005112234,0.0001110965,0.00006528653,0.00003870795,0.0004897021,0.00007255415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737938,"about_ca_system_score_gemma":0.00009761885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004134932,"about_ca_topic_score_gemma":0.002408567,"domain_scores_codex":[0.9979023,0.0000228985,0.0005463177,0.0006746742,0.000377787,0.0004760765],"domain_scores_gemma":[0.9987445,0.0001379639,0.0001824025,0.0006250736,0.00004671117,0.0002633548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000539683,0.000103711,0.1147428,0.00009890892,0.0005578438,0.00334619,0.002419181,9.1221e-7,0.0001040755,0.005521936,0.008117358,0.8644474],"study_design_scores_gemma":[0.0381085,0.0009365779,0.6048086,0.01054118,0.003779401,0.0005657741,0.0004083371,0.0001618244,0.001537801,0.01541605,0.3188293,0.004906672],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06532099,0.002574872,0.000001904649,0.0005995049,0.0001924812,0.0006534696,0.00001001701,0.0003280517,0.9303187],"genre_scores_gemma":[0.2351805,0.0001704078,0.0003605538,0.0008559676,0.000212299,0.00001405827,0.00008875773,0.0001026536,0.7630149],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8595407,"threshold_uncertainty_score":0.999662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02834973030931595,"score_gpt":0.2701691962757615,"score_spread":0.2418194659664456,"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."}}