{"id":"W611047682","doi":"","title":"Road Safety Audits: Lessons Learned for Pre-Opening Stage","year":2012,"lang":"en","type":"article","venue":"2012 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: INNOVATIONS AND OPPORTUNITIES","topic":"Traffic and Road Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Transport engineering; Workload; Liability; Engineering; Business; Operations management; Computer science; Finance; Accounting","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1273855,0.001618856,0.001749921,0.006132542,0.009090804,0.01821688,0.009839728,0.007569944,0.005908836],"category_scores_gemma":[0.2321506,0.001827361,0.001222731,0.004138332,0.008037749,0.02346857,0.011989,0.02109143,0.003705116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01814173,"about_ca_system_score_gemma":0.0644175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03178503,"about_ca_topic_score_gemma":0.03958273,"domain_scores_codex":[0.8881977,0.06278113,0.007704139,0.006543783,0.02775785,0.007015424],"domain_scores_gemma":[0.5426665,0.1883632,0.01920233,0.03847706,0.1714959,0.03979494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001332116,0.0008643884,0.01550247,0.00288286,0.00007225398,0.001270314,0.01816383,0.004509518,0.001008424,0.02061815,0.1402223,0.7947523],"study_design_scores_gemma":[0.000287289,0.001117388,0.04097823,0.01930417,0.00008851333,0.003465858,0.08730597,0.005820648,0.003507592,0.1208842,0.7163368,0.0009033225],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04328904,0.04282572,0.1312222,0.7197691,0.01006741,0.003412624,0.0005385011,0.004575374,0.04430013],"genre_scores_gemma":[0.5022798,0.05150437,0.3464651,0.06565673,0.00588404,0.002236977,0.001192572,0.001449739,0.02333062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1273855,"threshold_uncertainty_score":0.6736871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04502842523607511,"score_gpt":0.2529268682964816,"score_spread":0.2078984430604065,"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."}}