{"id":"W4223966202","doi":"10.1061/(asce)be.1943-5592.0001885","title":"Life Cycle Thinking–Based Decision Making for Bridges under Seismic Conditions. II: A Case Study on Bridges with Superelastic SMA RC Piers","year":2022,"lang":"en","type":"article","venue":"Journal of Bridge Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"SMA*; Life-cycle assessment; Workmanship; Structural engineering; Engineering; Reinforced concrete; Service life; Fragility; Bridge (graph theory); Life-cycle cost analysis; Forensic engineering; Civil engineering; Computer science; Reliability engineering; Operations management; Production (economics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005353258,0.001401011,0.0006821328,0.001758996,0.00144301,0.003686073,0.001310153,0.002380698,0.002905057],"category_scores_gemma":[0.006313216,0.0005498792,0.001693999,0.0009481899,0.001157861,0.002171632,0.001531676,0.001416911,0.0001941991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004711996,"about_ca_system_score_gemma":0.004621566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006912907,"about_ca_topic_score_gemma":0.008205009,"domain_scores_codex":[0.9974559,0.001610948,0.00009090204,0.0002138743,0.0002920891,0.0003364054],"domain_scores_gemma":[0.9944713,0.004139657,0.0004781412,0.0001200466,0.0004094105,0.000381532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004239466,0.001002801,0.00654146,0.000223024,0.0001316994,0.0009112305,0.001126652,0.9125615,0.003592129,0.02374379,0.0006941828,0.04904756],"study_design_scores_gemma":[0.00007094443,0.0005055784,0.001366659,0.0000694812,0.00004361274,0.00008053269,0.001396701,0.97323,0.002098228,0.01979067,0.001299562,0.00004788028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7530667,0.0002899538,0.2276923,0.001778183,0.00003014506,0.001180207,0.0003249274,0.0001287256,0.01550884],"genre_scores_gemma":[0.9306862,0.0001629012,0.06742934,0.00007956595,0.00001167865,0.0004031987,0.0001895835,0.00001381812,0.001023799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006912907,"threshold_uncertainty_score":0.03418809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551392248707428,"score_gpt":0.2519566599996202,"score_spread":0.236442737512546,"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."}}