{"id":"W4405618024","doi":"10.1007/s10518-024-02074-w","title":"Nonlinear finite element analysis of u-shaped RC core walls: insights from a blind prediction contest","year":2024,"lang":"en","type":"article","venue":"Bulletin of Earthquake Engineering","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Carleton University","funders":"","keywords":"CONTEST; Nonlinear system; Finite element method; Core (optical fiber); Structural engineering; Engineering; Physics; Political science; Telecommunications","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":[0.0005053253,0.0003137648,0.0005477872,0.0003542485,0.00045811,0.0008604189,0.0007976625,0.001024508,0.002519651],"category_scores_gemma":[0.002834491,0.000258562,0.0002687823,0.0002572776,0.001047496,0.0007144439,0.0005506263,0.000432924,0.0003355722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003645956,"about_ca_system_score_gemma":0.0006458797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007001097,"about_ca_topic_score_gemma":0.005752204,"domain_scores_codex":[0.9998397,0.00004754042,0.000005308656,0.00002266114,0.00005132038,0.00003341937],"domain_scores_gemma":[0.9991661,0.000526693,0.00006628951,0.0000800832,0.0001280373,0.00003267999],"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":[0.0001916038,0.00007695898,0.001535756,0.00003937745,0.000009145786,0.0001566767,0.0001340657,0.9607277,0.008781928,0.01782268,0.0007582608,0.009765857],"study_design_scores_gemma":[0.000002095423,0.000006517492,0.0002866719,0.000002006548,0.000001185428,0.000007195997,0.00001890155,0.9980051,0.0007263583,0.0008341097,0.0001065786,0.000003338601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7549086,0.0001906511,0.2050493,0.0005590981,0.00006597849,0.00003749401,0.0001000713,0.0002721736,0.03881671],"genre_scores_gemma":[0.9883295,0.00004512666,0.005771775,0.00002858573,0.00001015608,0.000008422257,0.00003592939,0.00003697973,0.00573349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007001097,"threshold_uncertainty_score":0.01392072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902624621019911,"score_gpt":0.2485521044346386,"score_spread":0.2295258582244395,"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."}}