{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005484931,0.0002486771,0.0001676572,0.0007314685,0.0002797385,0.0004252359,0.0003055531,0.000265657,0.0006211631],"category_scores_gemma":[0.00174199,0.0001683578,0.0001934569,0.00038023,0.0003909142,0.0003007267,0.0003135552,0.0001337984,0.0001315325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016558,"about_ca_system_score_gemma":0.0006842104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04176241,"about_ca_topic_score_gemma":0.08542164,"domain_scores_codex":[0.9993525,0.0002070684,0.00004487788,0.0001069841,0.0001978838,0.00009058599],"domain_scores_gemma":[0.9976368,0.0004697374,0.001067803,0.00011093,0.0006108378,0.0001038958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009601283,0.0003749184,0.9564473,0.0001180172,0.0001084218,0.000275613,0.0007677492,0.006127055,0.009488674,0.00009823423,0.0002380795,0.0249958],"study_design_scores_gemma":[0.00001986716,0.001926583,0.986973,0.00003358006,0.00007877092,0.0001439176,0.00123849,0.004982772,0.003893522,0.00004853676,0.0006444002,0.00001659413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995456,0.00004033678,0.0001362686,0.000006471136,9.239409e-7,0.000005823747,0.00003781042,0.000007589169,0.0002191241],"genre_scores_gemma":[0.999509,0.00003829786,0.0002044711,0.000004852593,5.798764e-7,0.000002652336,0.00007701789,8.762271e-7,0.0001623093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04176241,"threshold_uncertainty_score":0.08303863,"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."}}