{"id":"W4206418569","doi":"10.2514/6.2022-1093","title":"Impact Resistance and Specific Energy Absorption Efficiency Limits of Periodic Cellular Solids","year":2022,"lang":"en","type":"article","venue":"AIAA SCITECH 2022 Forum","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Absorption (acoustics); Materials science; Kinetic energy; Topology (electrical circuits); Composite material; Physics; Mathematics","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":[0.0004213055,0.0002897846,0.0002206606,0.001181944,0.000395734,0.001010113,0.0004554871,0.0005480683,0.007083918],"category_scores_gemma":[0.001478202,0.0002724449,0.000210835,0.0005895644,0.0006109276,0.0006445254,0.0004348989,0.0003388463,0.001109685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004647523,"about_ca_system_score_gemma":0.0001925775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007376152,"about_ca_topic_score_gemma":0.001111364,"domain_scores_codex":[0.9994841,0.00003347673,0.00002295122,0.00007587591,0.0002865658,0.00009697238],"domain_scores_gemma":[0.9993708,0.0002929874,0.0000841967,0.00009732937,0.0001202889,0.00003438742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000843297,0.0001988431,0.007347245,0.0005013538,0.00004287527,0.0009307601,0.0004239787,0.07486366,0.8277915,0.02000997,0.003472354,0.06357428],"study_design_scores_gemma":[0.00002098243,0.0005711527,0.01230445,0.0001032653,0.00003203713,0.0006528189,0.00042411,0.1351892,0.8384981,0.003942234,0.008209447,0.00005207727],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282617,0.001127499,0.01505856,0.0001429576,0.00003811489,0.00005027837,0.0008636747,0.0005733283,0.053884],"genre_scores_gemma":[0.9950767,0.0002323513,0.001801707,0.00001381521,0.000002771719,0.00003076847,0.0003664372,0.00004955558,0.002426004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007083918,"threshold_uncertainty_score":0.02369809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004742316534689242,"score_gpt":0.1929893088279108,"score_spread":0.1882469922932215,"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."}}