{"id":"W4366506716","doi":"10.11159/icsect23.002","title":"Advances in the Canadian Highway Bridge Design Code for Analysis and Design of Bridge Superstructure","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bridge (graph theory); Superstructure; Computer science; Code (set theory); Structural engineering; Engineering; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00246516,0.001529762,0.0005864712,0.004802402,0.002614285,0.002227521,0.002874991,0.001495042,0.03278781],"category_scores_gemma":[0.005743879,0.0007663034,0.001249732,0.004424854,0.0009673173,0.00110154,0.001428988,0.00206708,0.01653688],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01806563,"about_ca_system_score_gemma":0.04434516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.774897,"about_ca_topic_score_gemma":0.8555151,"domain_scores_codex":[0.9946381,0.0002732414,0.0001796562,0.0002183977,0.004352418,0.0003381606],"domain_scores_gemma":[0.9919607,0.0002951832,0.0001278712,0.0005264322,0.006902208,0.0001876078],"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":[0.00008995821,0.0001132839,0.004055529,0.0004366123,0.00004038375,0.0001374942,0.0004391042,0.05386313,0.009550492,0.1238769,0.4719404,0.3354568],"study_design_scores_gemma":[0.00002487455,0.00001872331,0.002382919,0.0002157427,0.0000181162,0.0000751585,0.00007489448,0.03906423,0.001986599,0.005292669,0.9507724,0.00007365828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007520261,0.002058331,0.6265962,0.001999784,0.001963195,0.00140328,0.0301364,0.01187562,0.3164468],"genre_scores_gemma":[0.04668344,0.004304938,0.6855878,0.001412765,0.0002074681,0.001896189,0.05147811,0.005676168,0.2027531],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9819344,"threshold_uncertainty_score":0.4528574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420273184991732,"score_gpt":0.2142112692082483,"score_spread":0.200008537358331,"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."}}