{"id":"W4395693096","doi":"10.1080/15376494.2024.2345206","title":"Study on the crashworthiness of multi-cell thin-walled tubes filled with triply periodic minimal surface lattices","year":2024,"lang":"en","type":"article","venue":"Mechanics of Advanced Materials and Structures","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Graduate Research and Innovation Projects of Jiangsu Province; Natural Science Foundation of Hainan Province; National Natural Science Foundation of China","keywords":"Crashworthiness; Materials science; Surface (topology); Structural engineering; Composite material; Finite element method; Geometry; Engineering; 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":[0.0002251697,0.0003069777,0.0002447746,0.0005484814,0.0002894019,0.0002571937,0.0003755171,0.0003102988,0.0007094719],"category_scores_gemma":[0.0006154264,0.0001753308,0.0002637194,0.0002206587,0.0002989111,0.0004430843,0.0002589135,0.0002589466,0.0001252441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002296921,"about_ca_system_score_gemma":0.0001138652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006863104,"about_ca_topic_score_gemma":0.0009318268,"domain_scores_codex":[0.9997867,0.0000188284,0.00001055173,0.00004352284,0.0001060455,0.00003433696],"domain_scores_gemma":[0.9995698,0.0001231683,0.00008611169,0.00003952046,0.0001418152,0.00003948949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002348008,0.00004392054,0.005327823,0.0001645366,0.00002382848,0.0004002551,0.0001701687,0.006822024,0.9759656,0.0004106962,0.000173623,0.01026267],"study_design_scores_gemma":[0.00001224487,0.001161594,0.01476656,0.00002033162,0.00005276665,0.0002392976,0.00024827,0.04603625,0.9357098,0.0001336224,0.00158561,0.00003372765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974681,0.0002833612,0.001908458,0.00001781637,0.00001159328,0.000005028359,0.00003192005,0.00004048734,0.0002332762],"genre_scores_gemma":[0.9982024,0.0001259076,0.001270026,0.000006803432,0.000003334068,0.000007911056,0.00004775999,0.000009318231,0.000326503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007094719,"threshold_uncertainty_score":0.002373457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00861663173837485,"score_gpt":0.2197719943706149,"score_spread":0.2111553626322401,"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."}}