{"id":"W4415322059","doi":"10.1016/j.engstruct.2025.121600","title":"Investigate the in-plane and out-of-plane elastic properties of spiderweb-inspired hierarchical composite honeycombs using forward analytical and inverse numerical approaches","year":2025,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Key Research and Development Program of China; Natural Science Foundation of Shaanxi Province; National Natural Science Foundation of China","keywords":"Inverse; Inverse problem; Material properties; Ritz method; Modal; Modal analysis; Iterative method; Numerical analysis; Beam (structure)","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":[0.0001178212,0.0002689358,0.0002231124,0.0003384366,0.000238451,0.0004036999,0.000298743,0.0005336592,0.0008606813],"category_scores_gemma":[0.0003125083,0.0001765518,0.0002627639,0.0002828198,0.0004076847,0.0005188598,0.0002446542,0.0002126094,0.000194493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334696,"about_ca_system_score_gemma":0.0001734745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006233054,"about_ca_topic_score_gemma":0.0008006587,"domain_scores_codex":[0.9999563,0.000004653241,0.000001462326,0.000007848621,0.00002124115,0.00000860258],"domain_scores_gemma":[0.9998345,0.00006452916,0.00003886131,0.00001867269,0.0000304312,0.00001300852],"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":[0.0001257638,0.0002350419,0.007162593,0.0002614053,0.00008352201,0.0007938474,0.0002230146,0.529578,0.430753,0.01532364,0.0003738625,0.01508621],"study_design_scores_gemma":[0.000005979674,0.00003460864,0.001965152,0.000005244789,0.000007897162,0.00008627191,0.00006505162,0.9779564,0.01834391,0.001262981,0.0002567383,0.00000976539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683852,0.0001824298,0.02218404,0.00006991105,0.00001470702,0.00001632623,0.00004754162,0.00005200067,0.009047931],"genre_scores_gemma":[0.9911138,0.00009418848,0.007660884,0.00001554031,0.000003294905,0.000009009259,0.00003140753,0.000009991476,0.001061804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008606813,"threshold_uncertainty_score":0.002879322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724133369710929,"score_gpt":0.2016620861319337,"score_spread":0.1844207524348244,"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."}}