{"id":"W4381684260","doi":"10.1016/j.tws.2023.110924","title":"A corrugated steel fender for bridge pier protection against truck collision","year":2023,"lang":"en","type":"article","venue":"Thin-Walled Structures","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Fender; Pier; Structural engineering; Truck; Impact; LS-DYNA; Engineering; Finite element method; Parametric statistics; Spall; Pendulum; Mechanical engineering; Automotive engineering","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":[0.0002203104,0.0004118071,0.0003352287,0.0005072636,0.0007345949,0.0003872728,0.0009513714,0.0007512451,0.001887443],"category_scores_gemma":[0.0004652146,0.0001638736,0.000331995,0.0002351329,0.0003937987,0.0002711683,0.0003652956,0.000278319,0.0003611143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003732437,"about_ca_system_score_gemma":0.00110579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005028266,"about_ca_topic_score_gemma":0.008120026,"domain_scores_codex":[0.9998096,0.00003199849,0.000004969173,0.00002865734,0.00007884817,0.00004590305],"domain_scores_gemma":[0.9998216,0.0000259712,0.00002047051,0.00003317509,0.00007911766,0.00001962729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001154127,0.0004795284,0.01632301,0.0002266668,0.00009651131,0.002448615,0.0003626722,0.5758263,0.2160385,0.01447564,0.003925798,0.1686425],"study_design_scores_gemma":[0.00008911817,0.002423089,0.01746854,0.00006868469,0.0001764946,0.0009314244,0.0006260033,0.9030414,0.06287928,0.002230033,0.01001097,0.000055022],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8438009,0.0001717041,0.1378125,0.0001241708,0.00007888976,0.000117359,0.0001556223,0.0002419219,0.01749706],"genre_scores_gemma":[0.980666,0.00006729811,0.01638655,0.00001542479,0.000003720823,0.00001730001,0.00006811789,0.00001103486,0.002764559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005028266,"threshold_uncertainty_score":0.009998024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032022350626919,"score_gpt":0.2537861097674725,"score_spread":0.2234658862612033,"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."}}