{"id":"W4410287890","doi":"10.1002/eqe.4369","title":"Investigation on the Calibration of Numerical Models for Cast Steel Replaceable Modular Yielding Links in Steel Eccentrically Braced Frames","year":2025,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Structural engineering; Modular design; Steel frame; Calibration; Engineering; Braced frame; Civil engineering; Forensic engineering; Computer science; Frame (networking); Mechanical engineering; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001909762,0.0003194319,0.0004148256,0.000329552,0.00008739445,0.00008575727,0.0002776182,0.0002914249,0.00000804313],"category_scores_gemma":[0.0003396486,0.0002763339,0.0001539871,0.0008451739,0.0000344924,0.0002543853,0.00004703367,0.0006568994,6.319917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002880068,"about_ca_system_score_gemma":0.00003559472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009668849,"about_ca_topic_score_gemma":0.00005701564,"domain_scores_codex":[0.9983884,0.00003788619,0.0005843697,0.0003326006,0.0002610396,0.0003956743],"domain_scores_gemma":[0.9988759,0.0004738987,0.00008758841,0.0004191295,0.00007670667,0.00006683734],"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":[0.00001686456,0.000002132173,0.0006763003,0.0001173226,0.00008417767,0.000001205975,0.000200309,0.9712758,0.004144364,0.01837615,0.00003362146,0.005071721],"study_design_scores_gemma":[0.0002984019,0.00003157862,0.04734982,0.0001426566,0.00003757709,0.000002352373,0.00005963851,0.9451005,0.004755839,0.001957406,0.00002150244,0.0002426604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8785792,0.00009443544,0.1198299,0.0003328667,0.0004046255,0.0004310313,0.00004078861,0.0002207777,0.00006630916],"genre_scores_gemma":[0.9939726,0.00001137852,0.005641549,0.00005734935,0.00005328113,0.00003710578,0.0000711926,0.00004889596,0.0001066455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1153934,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223864887884527,"score_gpt":0.2048977167137357,"score_spread":0.1926590678348905,"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."}}