{"id":"W2337285428","doi":"","title":"Adoption of a Management System Approach to Geometric Design Process for Better and Safer Roads","year":2015,"lang":"en","type":"article","venue":"TAC 2015: Getting You There Safely - 2015 Conference and Exhibition of the Transportation Association of Canada // ATC: Destination sécurité routière - 2015 Congrès et Exposition de l'Association des transports du Canada","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Geometric design; Transport engineering; Process (computing); Asset (computer security); Engineering; Construction engineering; Systems engineering; Computer science; Risk analysis (engineering); Computer security; Business","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":[0.01125675,0.0012487,0.0006156256,0.004001165,0.003002296,0.01176744,0.003372058,0.0021534,0.01170695],"category_scores_gemma":[0.009540866,0.001089809,0.001256862,0.003703695,0.004926452,0.006448255,0.005330117,0.004181017,0.003685368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008300425,"about_ca_system_score_gemma":0.0148409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091943,"about_ca_topic_score_gemma":0.01704521,"domain_scores_codex":[0.9883279,0.004104956,0.0007866245,0.001530948,0.004811693,0.0004378939],"domain_scores_gemma":[0.9909934,0.00145314,0.0007589804,0.001692617,0.004641743,0.000459928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000329203,0.000284231,0.002612904,0.0006577641,0.00006467076,0.0002044792,0.006822706,0.03557301,0.007064792,0.6456755,0.01584249,0.2851645],"study_design_scores_gemma":[0.0000453936,0.0002909839,0.002877067,0.0006638622,0.00006686288,0.0004935967,0.003440495,0.08058693,0.007400786,0.1499454,0.7540674,0.0001211405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004862996,0.0003041062,0.9371624,0.002814403,0.000205517,0.0004235038,0.00007525342,0.001011515,0.05314031],"genre_scores_gemma":[0.05711151,0.0005566793,0.9214545,0.0004732719,0.00008961757,0.0004061586,0.0002492708,0.0004105101,0.01924845],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01176744,"threshold_uncertainty_score":0.06022406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313810447159399,"score_gpt":0.2127801697716791,"score_spread":0.1996420653000851,"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."}}