{"id":"W2969763957","doi":"","title":"Introducing Road Safety Audits in Kuwait: Kabd Road Case Study","year":2011,"lang":"en","type":"article","venue":"Transportation Research Board 90th Annual MeetingTransportation Research Board","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Audit; Transport engineering; Christian ministry; Metropolitan area; Road traffic; Public work; Engineering; Business; Geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009697068,0.0007327663,0.0009257137,0.002634342,0.001045668,0.0001403907,0.0009640525,0.0005071092,0.0008309424],"category_scores_gemma":[0.0003850386,0.0007665582,0.000269032,0.00438571,0.0006589358,0.001230251,0.0000260167,0.003690711,0.0002663069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005184471,"about_ca_system_score_gemma":0.0005548102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05214019,"about_ca_topic_score_gemma":0.1456977,"domain_scores_codex":[0.9879245,0.001552604,0.002295357,0.00161761,0.003803677,0.002806261],"domain_scores_gemma":[0.995274,0.0006035431,0.0001488588,0.001082783,0.001711509,0.001179322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004181201,0.003691856,0.4520704,0.001424768,0.0006592921,0.03371969,0.3180861,0.0705187,0.00117195,0.001475758,0.005059758,0.1079405],"study_design_scores_gemma":[0.003603262,0.0009184012,0.8978136,0.0002510243,0.00005317046,0.00001829672,0.09038859,0.002833232,0.0004848575,0.0001529101,0.002599872,0.000882743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888046,0.0003552559,0.0007149158,0.0002414872,0.0004833729,0.003422756,0.000293015,0.0008401123,0.004844462],"genre_scores_gemma":[0.9958101,0.0004438457,0.001795579,0.00002459587,0.0002993934,0.0007127954,0.0002289895,0.0002253165,0.0004593668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4457432,"threshold_uncertainty_score":0.9994785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05708978871232295,"score_gpt":0.3396600051314752,"score_spread":0.2825702164191522,"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."}}