{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04778234,0.0006940396,0.0005771459,0.003390392,0.02209293,0.03271678,0.003051585,0.01085764,0.01225888],"category_scores_gemma":[0.07432672,0.00105227,0.0007831559,0.002225185,0.04311492,0.01918399,0.02656417,0.01742644,0.002201269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01574301,"about_ca_system_score_gemma":0.05590639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01269087,"about_ca_topic_score_gemma":0.01827376,"domain_scores_codex":[0.9104511,0.05812736,0.002234484,0.003316893,0.01571779,0.01015229],"domain_scores_gemma":[0.9061463,0.04277339,0.006471125,0.00564063,0.01273967,0.02622881],"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":[0.00007493798,0.0004415232,0.006362309,0.000444951,0.00004415783,0.001316462,0.1489504,0.0006148375,0.0006116192,0.3238643,0.3423554,0.1749191],"study_design_scores_gemma":[0.00002629125,0.0001249208,0.001885681,0.0005820461,0.0000109834,0.0002376317,0.09423192,0.0003669121,0.0005069992,0.0474822,0.8544753,0.00006915924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02494435,0.003589644,0.009936562,0.8100228,0.007853443,0.0002850488,0.00004440581,0.0005510834,0.1427728],"genre_scores_gemma":[0.8158522,0.005576699,0.01110661,0.08545484,0.00304558,0.0004253036,0.00008780137,0.0004034118,0.07804746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04778234,"threshold_uncertainty_score":0.2527002,"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."}}