{"id":"W636566704","doi":"","title":"ROAD SAFETY AUDITS","year":2004,"lang":"en","type":"article","venue":"Synthesis of highway practice","topic":"Traffic and Road Safety","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Agency (philosophy); Documentation; Best practice; State (computer science); Business; Political science; Public administration; Public relations; Transport engineering; Engineering; Accounting; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003299654,0.0001591757,0.0002364296,0.00006749031,0.00007024628,0.00001213765,0.0001974998,0.000108062,0.00009601221],"category_scores_gemma":[0.0006971476,0.0001474505,0.00008673276,0.000167153,0.00005138395,0.0004330119,0.00002578323,0.0001762884,0.0003325304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008231696,"about_ca_system_score_gemma":0.00004634543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005065819,"about_ca_topic_score_gemma":0.000010239,"domain_scores_codex":[0.999003,0.00004395853,0.000315047,0.0001642238,0.0002361551,0.0002376005],"domain_scores_gemma":[0.9988785,0.0005621286,0.00008698699,0.0003292541,0.00006438829,0.0000786912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006421949,0.0008536821,0.0000856556,0.000568488,0.001206396,0.0001562325,0.001838361,0.5342434,0.0172916,0.04713112,0.008733892,0.387249],"study_design_scores_gemma":[0.001626591,0.0001205084,0.02275151,0.000382523,0.0005308228,0.0001774408,0.001080956,0.001208024,0.213651,0.000476372,0.7568365,0.00115775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1261257,0.004236904,0.0243697,0.008053618,0.003137933,0.0007048844,0.0001454431,0.003306282,0.8299196],"genre_scores_gemma":[0.9901333,0.0006226294,0.008949475,0.00004633017,0.0001059742,0.00001053798,0.000002126041,0.0000384023,0.00009120286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8640077,"threshold_uncertainty_score":0.6012856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006432415811717465,"score_gpt":0.2134803930864347,"score_spread":0.2070479772747172,"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."}}