{"id":"W4406824079","doi":"10.2749/sanjose.2024.0429","title":"Durability and sustainability in CSA S6:25 Canadian Highway Bridge Design Code – A unified service life design process to cover all structures and materials","year":2024,"lang":"en","type":"article","venue":"Report","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Durability; Sustainability; Bridge (graph theory); Cover (algebra); Service life; Process (computing); Engineering; Construction engineering; Service (business); Code (set theory); Architectural engineering; Computer science; Civil engineering; Reliability engineering; Mechanical engineering; Business; Database; Set (abstract data type); Ecology","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":[0.004599584,0.001457128,0.0005300855,0.004577698,0.004546824,0.005730709,0.003170247,0.002923453,0.02822618],"category_scores_gemma":[0.009143137,0.001015696,0.001200461,0.003697071,0.004062371,0.002639296,0.002523847,0.002959809,0.007626434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04499182,"about_ca_system_score_gemma":0.07038196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8430681,"about_ca_topic_score_gemma":0.8780591,"domain_scores_codex":[0.9891756,0.0008690349,0.0004377697,0.0004483334,0.008079318,0.0009899838],"domain_scores_gemma":[0.9926764,0.000452432,0.0002009461,0.0004695194,0.005913456,0.0002872091],"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":[0.00005093267,0.00007057745,0.001936857,0.0003610601,0.00001322746,0.0001666705,0.001815394,0.03101167,0.002666431,0.5928364,0.2629727,0.1060981],"study_design_scores_gemma":[0.000008006115,0.0000246218,0.001499691,0.0003522894,0.000009399563,0.00008571784,0.000435153,0.005271069,0.0009331286,0.02579616,0.9655144,0.00007037132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01465875,0.003508967,0.1708759,0.006334438,0.001472001,0.001417964,0.01459584,0.003014069,0.7841219],"genre_scores_gemma":[0.1662963,0.005219274,0.3452446,0.003605088,0.0003118359,0.002216392,0.01837862,0.002706323,0.4560215],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1569319,"threshold_uncertainty_score":0.32644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02275945095292919,"score_gpt":0.2661472554340161,"score_spread":0.2433878044810869,"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."}}