{"id":"W2062089037","doi":"10.1080/19439962.2011.642069","title":"Safety Effectiveness of Centerline Rumble Strips in Kansas","year":2012,"lang":"en","type":"article","venue":"Journal of Transportation Safety & Security","topic":"Traffic and Road Safety","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Highway Administration; McMaster University","keywords":"Rumble; Transport engineering; Poison control; Statistics; Engineering; Medicine; Forensic engineering; Mathematics; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001546542,0.0001732264,0.0004892985,0.0001665022,0.00003980877,0.000003986028,0.0001467895,0.0001294359,0.00007160052],"category_scores_gemma":[0.00001549885,0.0001584595,0.0002172838,0.0003082293,0.00003591,0.0004986341,0.000002333395,0.0004747857,0.000003070275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252227,"about_ca_system_score_gemma":0.00004449953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001999257,"about_ca_topic_score_gemma":0.0001059579,"domain_scores_codex":[0.9980932,0.0001449722,0.001078345,0.00008459637,0.0003196505,0.0002792773],"domain_scores_gemma":[0.9991772,0.0001981677,0.0002298067,0.0001212443,0.0001292084,0.0001443963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005454365,0.001640451,0.6220565,0.002709868,0.0006070845,0.00006856865,0.01603887,0.3271627,0.007928233,0.00614792,0.000205924,0.00997949],"study_design_scores_gemma":[0.002395348,0.00007529263,0.9887443,0.0003228095,0.00006894902,0.00001430606,0.0003201018,0.0004334954,0.003635536,0.0001067044,0.003715893,0.0001672747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805529,0.00146539,0.01627406,0.00004058522,0.000819945,0.000177152,0.0001621309,0.00003736527,0.0004705082],"genre_scores_gemma":[0.9985826,0.0007303144,0.0004901825,0.000007154836,0.0001113907,0.000001366872,0.00005119776,0.0000228063,0.000003003839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3666878,"threshold_uncertainty_score":0.6461793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005794942827651298,"score_gpt":0.219312037182667,"score_spread":0.2135170943550157,"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."}}