{"id":"W1879672483","doi":"","title":"Safety Audits: A Catalyst for Change","year":2012,"lang":"en","type":"article","venue":"Human Development Resource Network (HDRNet)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Audit; Mandate; Public relations; Empowerment; Action (physics); Metropolitan area; Political science; Public administration; Business; Medicine; Law; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005137011,0.0003599599,0.0003470407,0.00008662159,0.000484498,0.00003373657,0.0002888908,0.0001858436,0.0001828794],"category_scores_gemma":[0.000007589652,0.0003482225,0.000106805,0.0002490853,0.00004588802,0.0001576361,0.00009485163,0.0002256854,0.0001866556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002423135,"about_ca_system_score_gemma":0.00002241359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003795972,"about_ca_topic_score_gemma":0.00004324653,"domain_scores_codex":[0.9978282,0.00002857391,0.0004939831,0.0002686599,0.0002439409,0.001136663],"domain_scores_gemma":[0.9992126,0.00007804355,0.00007175133,0.0003227324,0.0000292724,0.000285618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003379388,0.00004983164,0.005196693,0.0001357328,0.0001624856,0.000002123633,0.003988375,0.008252718,0.000002135636,0.001299142,0.9500008,0.03087614],"study_design_scores_gemma":[0.0006528219,0.00001948464,0.09815726,0.00008448036,0.00002755347,0.000007012778,0.00006861173,0.0006057273,0.00004976277,0.00001577925,0.8998598,0.0004516707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2573355,0.01164924,0.00251834,0.00004157878,0.0001296642,0.003016932,9.38992e-7,0.003570292,0.7217376],"genre_scores_gemma":[0.9863093,0.00005218284,0.001072778,0.0002661515,0.003932467,0.0004159067,0.0003496518,0.0001399219,0.007461564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7289739,"threshold_uncertainty_score":0.999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0278747864150088,"score_gpt":0.2306494201955606,"score_spread":0.2027746337805518,"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."}}