{"id":"W4317632603","doi":"10.2514/6.2023-2200","title":"Development of Numerical Model for the Crashworthiness of Additively Manufactured Sandwich Lattices","year":2023,"lang":"en","type":"article","venue":"AIAA SCITECH 2023 Forum","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Octet; Materials science; Cube (algebra); Crashworthiness; Lattice (music); Composite material; Structural engineering; Topology (electrical circuits); Finite element method; Geometry; Mathematics; Baryon; Physics; 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":[0.000329169,0.0005615866,0.0004563531,0.0004767283,0.0004088579,0.0007231819,0.001225925,0.001736123,0.003859561],"category_scores_gemma":[0.0009499165,0.0004137103,0.0006787388,0.0002246086,0.0005139278,0.0005269758,0.0004610138,0.0008105471,0.0007613907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007511016,"about_ca_system_score_gemma":0.001005208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01200585,"about_ca_topic_score_gemma":0.006416497,"domain_scores_codex":[0.9998724,0.00002459648,0.000006777191,0.00002155383,0.00005365545,0.00002095802],"domain_scores_gemma":[0.99968,0.0001229576,0.00004539964,0.00002695404,0.0001025321,0.00002221056],"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":[0.00001633237,0.00002876944,0.0005621989,0.00003138302,0.000006957241,0.00008151696,0.00002818863,0.9881877,0.005047105,0.003387788,0.0002478104,0.002374226],"study_design_scores_gemma":[0.000001237852,0.000004425228,0.00003331835,0.000002232646,7.675949e-7,0.000005340853,0.000003078581,0.9993557,0.0003034812,0.0001515394,0.0001371811,0.000001672125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1061881,0.0004420165,0.8631396,0.0003395681,0.0001364695,0.0002121876,0.0004488647,0.0007334608,0.02835976],"genre_scores_gemma":[0.8667533,0.0004057196,0.1138268,0.00009884463,0.00003871926,0.0005319588,0.0003332284,0.0001853683,0.01782608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01200585,"threshold_uncertainty_score":0.0238719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639760259804876,"score_gpt":0.240795727828123,"score_spread":0.2243981252300742,"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."}}