{"id":"W3119597334","doi":"10.1080/15376494.2020.1849880","title":"Crushing characteristics of bionic thin-walled tubes inspired by bamboo and beetle forewing","year":2021,"lang":"en","type":"article","venue":"Mechanics of Advanced Materials and Structures","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"Natural Science Foundation of Hunan Province; National Natural Science Foundation of China","keywords":"Crashworthiness; Materials science; Finite element method; Tube (container); Structural engineering; Bamboo; Composite number; Composite material; Mechanical engineering; 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":[0.000125289,0.0002169564,0.0001337234,0.0003212546,0.00009726897,0.0001549803,0.0001616876,0.0002568183,0.0003972483],"category_scores_gemma":[0.0002331501,0.00008272025,0.0001448243,0.0001581152,0.0001701705,0.0001808704,0.00009277477,0.0001155005,0.00008416209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251764,"about_ca_system_score_gemma":0.00005764395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003588244,"about_ca_topic_score_gemma":0.0009254214,"domain_scores_codex":[0.9999347,0.000006027116,0.00000431661,0.00001125687,0.00003464518,0.000009045512],"domain_scores_gemma":[0.9998373,0.00003376924,0.0000612205,0.00001051966,0.00004164746,0.00001552374],"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":[0.00009690798,0.0000148051,0.002035366,0.0000624924,0.000006303899,0.0001201704,0.00004365944,0.003754246,0.9891211,0.00009170558,0.00004558049,0.004607637],"study_design_scores_gemma":[0.000008074767,0.001203808,0.04443315,0.00001980269,0.00003770792,0.0002260178,0.0001636602,0.0362836,0.9158891,0.00007962391,0.001628735,0.00002680058],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974225,0.0002591258,0.001885785,0.00001244025,0.000005967726,0.000004294036,0.00003761259,0.00001945375,0.0003528927],"genre_scores_gemma":[0.9981735,0.0001202883,0.001109191,0.000004896439,0.000001598333,0.000004838499,0.00005576973,0.000003892948,0.000526128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0003972483,"threshold_uncertainty_score":0.001328886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003852214891750993,"score_gpt":0.1866255308297682,"score_spread":0.1827733159380172,"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."}}