{"id":"W1116654034","doi":"","title":"Roadside surveys evaluating immediate roadside suspensions for drinking drivers in British Columbia, Canada","year":2013,"lang":"en","type":"article","venue":"International Conference on Alcohol, Drugs and Traffic Safety (T2013), 20th, 2013, Brisbane, Queensland, Australia","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drunk drivers; Environmental health; Poison control; Demography; Injury prevention; Sample (material); Sanctions; Driving under the influence; Geography; Medicine; Drunk driving; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008441479,0.0003816824,0.0005364011,0.000150961,0.0003086175,0.000524581,0.0004174319,0.0002343677,0.002610827],"category_scores_gemma":[0.0000840263,0.0005068146,0.0001213329,0.000216162,0.0001053822,0.0004649584,0.00006540362,0.000566974,0.00008758432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003273252,"about_ca_system_score_gemma":0.0003086347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.694863,"about_ca_topic_score_gemma":0.9461742,"domain_scores_codex":[0.9969305,0.0001430234,0.000866576,0.0006291569,0.0006456304,0.0007850773],"domain_scores_gemma":[0.9984701,0.0003092442,0.0001780226,0.0002944555,0.0003903852,0.000357843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008922753,0.0002358284,0.3365876,0.0001613397,0.0006333858,0.000155367,0.0009572816,0.3063945,0.001299571,0.000580951,0.1784836,0.1744212],"study_design_scores_gemma":[0.003052419,0.00009366882,0.589363,0.000478022,0.00003877012,0.00006447839,0.0005692067,0.3981538,0.00005987889,0.0002592979,0.006969498,0.0008979397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946544,0.00007454913,0.0001438631,0.001408574,0.001441291,0.0008190285,0.0001944584,0.0001110833,0.001152727],"genre_scores_gemma":[0.9912344,0.0006741449,0.0005787553,0.0001111777,0.0002121895,0.0001366856,0.0003858596,0.00006215274,0.0066046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2527754,"threshold_uncertainty_score":0.9997383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03602158782000853,"score_gpt":0.2788084128151503,"score_spread":0.2427868249951418,"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."}}