{"id":"W4408470958","doi":"10.1016/j.tws.2025.113196","title":"Vibro-acoustic analysis and suppression of corrugated sandwich panel structures with general boundary conditions","year":2025,"lang":"en","type":"article","venue":"Thin-Walled Structures","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China; Natural Science Foundation of Shanghai","keywords":"Sandwich panel; Structural engineering; Sandwich-structured composite; Materials science; Acoustics; Composite material; Physics; Engineering; Core (optical fiber)","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":[0.00005433086,0.0003181332,0.0006099883,0.0006033681,0.0002311389,0.0001117131,0.0001874401,0.0001575429,0.000357631],"category_scores_gemma":[0.0000182885,0.000241972,0.0001334318,0.001088014,0.0001524186,0.0001207246,0.00005774012,0.00023313,2.840872e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004257868,"about_ca_system_score_gemma":0.00004393009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001952388,"about_ca_topic_score_gemma":0.0005107014,"domain_scores_codex":[0.9987113,0.00006039552,0.0004138594,0.0003193422,0.0002518288,0.0002432191],"domain_scores_gemma":[0.9992098,0.00008029072,0.0001063631,0.0003816149,0.000139408,0.00008249948],"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":[0.0001115414,0.000008743822,0.004967375,0.0001415991,0.002335791,0.000006318756,0.0005478107,0.9299614,0.05899546,0.001531141,0.0008410979,0.0005516645],"study_design_scores_gemma":[0.001636562,0.00009109075,0.4071157,0.00007500266,0.005000718,0.00002177126,0.0002485092,0.5407888,0.03248857,0.01160799,0.0002771014,0.0006482516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566928,0.001065024,0.04031174,0.00003785231,0.0001911532,0.0002127891,0.0001198746,0.0001831066,0.00118569],"genre_scores_gemma":[0.9940354,0.0001140424,0.005183302,0.00006009501,0.00004588599,0.000007194164,0.0004172091,0.00002496345,0.0001118696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4021483,"threshold_uncertainty_score":0.9867333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004167792750324273,"score_gpt":0.2194651453425935,"score_spread":0.2152973525922693,"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."}}