{"id":"W4405849652","doi":"10.1002/eqe.4295","title":"Seismic Drift Estimates of Corroded Piers: A Multihazard Approach Utilizing 3D‐IDA Analysis With Time Stamps Considering Climate Change Effects","year":2024,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Climate change; Structural engineering; Geotechnical engineering; Engineering; Environmental science; Geology; Forensic engineering; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003608585,0.0006796022,0.0004907556,0.002513832,0.0002955956,0.0007289273,0.0006726784,0.0008259345,0.001161893],"category_scores_gemma":[0.001022629,0.0005313013,0.00097463,0.001010732,0.0002884788,0.0004665887,0.0005704595,0.0004564577,0.0003274835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003933228,"about_ca_system_score_gemma":0.0005950885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006703958,"about_ca_topic_score_gemma":0.007333393,"domain_scores_codex":[0.9998784,0.00001934286,0.000008694215,0.00003061876,0.00004587648,0.00001706202],"domain_scores_gemma":[0.9996423,0.0001097461,0.00008593145,0.0000378237,0.00009486796,0.00002944182],"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":[0.00004791065,0.0000535911,0.008825446,0.00004157225,0.00004822006,0.000204098,0.00007152867,0.9499863,0.01138796,0.000903792,0.0002394687,0.02819018],"study_design_scores_gemma":[8.167416e-7,0.000007401964,0.001040788,0.000001675331,0.000004915119,0.00001223182,0.00001251176,0.9982824,0.0004476372,0.0001048908,0.00008022242,0.000004504447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4003489,0.0002620592,0.5955454,0.0001395254,0.00004564376,0.00005783998,0.0005010199,0.0006689255,0.00243072],"genre_scores_gemma":[0.9196166,0.0001686858,0.07909488,0.00001872972,0.00002374809,0.00003940951,0.000323223,0.0000464625,0.0006683223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006703958,"threshold_uncertainty_score":0.01332992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006925586507450934,"score_gpt":0.201035513662755,"score_spread":0.1941099271553041,"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."}}