{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001213402,0.0002448986,0.0004690454,0.0005970821,0.00002096577,0.00002303035,0.0001696778,0.0001438608,0.0002384539],"category_scores_gemma":[0.00009246751,0.0002509996,0.0001860524,0.0006793834,0.00002352969,0.00003943092,0.00003995626,0.0002776859,0.00001616028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006828007,"about_ca_system_score_gemma":0.00001737688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001792558,"about_ca_topic_score_gemma":0.00001399766,"domain_scores_codex":[0.9985215,0.00001266083,0.0006753264,0.0002571849,0.0002917062,0.000241605],"domain_scores_gemma":[0.9990364,0.0004103305,0.00006089794,0.0003163692,0.00008120143,0.00009476656],"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":[0.0000892948,0.00006818577,0.002662985,0.001942797,0.003697316,0.00005608876,0.001691988,0.9342674,0.02967277,0.000583851,0.001282696,0.0239846],"study_design_scores_gemma":[0.0002796351,0.0001082467,0.04726738,0.0005713615,0.000379975,0.000001176651,0.00002795642,0.9157416,0.008574092,0.00002075867,0.026795,0.0002327633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844328,0.002509886,0.01058646,0.00003544717,0.00077059,0.000262834,0.0002849185,0.000992296,0.000124826],"genre_scores_gemma":[0.9842565,0.0002389387,0.01500368,0.000006087479,0.0002499562,0.00003163992,0.000128351,0.00005703634,0.00002782605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0446044,"threshold_uncertainty_score":0.9999942,"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."}}