{"id":"W4394675844","doi":"10.1016/j.jcsr.2024.108638","title":"Post-earthquake repairability enhancement of BRBFs considering isotropic hardening with self-centering braces","year":2024,"lang":"en","type":"article","venue":"Journal of Constructional Steel Research","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Japan Society for the Promotion of Science","keywords":"Residual; Structural engineering; Displacement (psychology); Engineering; Isotropy; Hardening (computing); Computer science; Materials science; Algorithm; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007650239,0.0001148393,0.0002700498,0.0004974812,0.0001084681,0.00009133342,0.0001482085,0.00004713408,0.0003094279],"category_scores_gemma":[0.00005944793,0.00009214078,0.0001368107,0.0004241513,0.0001728023,0.0003968172,0.00004245295,0.0006268156,0.000009853138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764342,"about_ca_system_score_gemma":0.0002835406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001271729,"about_ca_topic_score_gemma":0.000008920794,"domain_scores_codex":[0.9980807,0.0000618075,0.0005439533,0.0001398079,0.0009006461,0.000273122],"domain_scores_gemma":[0.9988582,0.000233888,0.00007256764,0.0001328641,0.0006088208,0.00009373126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009711042,0.0003869589,0.117902,0.006552927,0.008585532,0.0009892837,0.005074691,0.07634044,0.529025,0.003334268,0.001926438,0.2489114],"study_design_scores_gemma":[0.005874994,0.004539134,0.1300148,0.01088596,0.0006868475,0.01301862,0.01611516,0.3195937,0.3718309,0.00233092,0.1231857,0.001923224],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950575,0.001927858,0.001606761,0.0001982346,0.0003096542,0.00007034047,0.000009061584,0.00004841271,0.0007722164],"genre_scores_gemma":[0.994472,0.0005486571,0.004643548,0.000007097226,0.0002273755,0.000003045333,0.000001061343,0.00001600526,0.00008117848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2469881,"threshold_uncertainty_score":0.3757392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233901777081546,"score_gpt":0.2901212902115505,"score_spread":0.267782272440735,"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."}}