{"id":"W835642171","doi":"","title":"New Approaches to Improving Safety Canada","year":2007,"lang":"en","type":"article","venue":"23RD PIARC WORLD ROAD CONGRESS PARIS, 17-21 SEPTEMBER 2007","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Collision; Engineering; Geography; Forensic engineering; Computer science; Computer security","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005309093,0.0005214505,0.0005966558,0.0004201784,0.0002041412,0.00009708847,0.0004176799,0.0001580038,0.003277],"category_scores_gemma":[0.00001767836,0.0005442936,0.000211183,0.001270102,0.00003971093,0.0003323594,0.00004124284,0.0005184156,0.0002353483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004199998,"about_ca_system_score_gemma":0.0003232376,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1412074,"about_ca_topic_score_gemma":0.8748605,"domain_scores_codex":[0.9967695,0.00003438702,0.0009506199,0.0004993316,0.0006590961,0.00108705],"domain_scores_gemma":[0.9981062,0.0001534823,0.00012657,0.0006217986,0.00006737268,0.0009245372],"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":[0.000248028,0.00006754013,0.04835134,0.0001674974,0.0009120058,0.0001797342,0.0009657748,0.159764,0.0002805396,0.000958596,0.6329696,0.1551354],"study_design_scores_gemma":[0.0008869522,0.00002171572,0.1749844,0.00008229334,0.0001719571,0.000008883055,0.0003023684,0.006226705,0.002713097,0.00002867586,0.8134919,0.001081101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03976643,0.007044807,0.3363362,0.002439897,0.00724423,0.001870018,0.0003397387,0.001883892,0.6030748],"genre_scores_gemma":[0.9349307,0.00005536908,0.005190992,0.0007578884,0.0007045331,0.0000173559,0.0001725226,0.0001391671,0.05803147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8951643,"threshold_uncertainty_score":0.9997008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215693488082323,"score_gpt":0.218838875748198,"score_spread":0.1966819408673748,"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."}}