{"id":"W4378978493","doi":"10.1016/j.mtcomm.2023.106344","title":"Truss and plate hybrid lattice structures: Simulation and experimental investigations of isotropy, large-strain deformation, and mechanisms","year":2023,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; National University of Singapore; Agency for Science, Technology and Research","keywords":"Materials science; Truss; Isotropy; Deformation (meteorology); Lattice (music); Strain (injury); Composite material; Structural engineering; Optics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000131638,0.0001143955,0.0001504111,0.00010251,0.0002202519,0.00007479014,0.0001299372,0.00004510175,0.00003229587],"category_scores_gemma":[0.0000171878,0.0001166073,0.0000125928,0.00009965894,0.00009475511,0.0001670903,0.0001754484,0.00005708845,0.000002135644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001120313,"about_ca_system_score_gemma":0.000006235185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001999408,"about_ca_topic_score_gemma":0.000011761,"domain_scores_codex":[0.9993927,0.00006104606,0.0002606958,0.00009517347,0.00007349301,0.000116921],"domain_scores_gemma":[0.9994246,0.00008832572,0.00005317715,0.0003568193,0.00002440899,0.00005263814],"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":[0.000007901094,0.000009734727,0.0000697271,0.0001079462,0.00004382751,5.146714e-7,0.002766253,0.008271692,0.9281741,0.06018173,0.00003781644,0.0003287031],"study_design_scores_gemma":[0.001034772,0.00006127806,0.01308256,0.00006836465,0.00007922202,0.00003592055,0.001604936,0.2622277,0.6375214,0.08279186,0.001063414,0.0004285352],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949422,0.000394596,0.00363289,0.000108727,0.00007741134,0.0001953536,0.0003774402,0.0001552491,0.0001161626],"genre_scores_gemma":[0.9947563,0.0001621364,0.004590783,0.00002158302,0.00001213921,0.00001867172,0.0004123595,0.00001807123,0.000007998943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2906527,"threshold_uncertainty_score":0.4755108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730330300853992,"score_gpt":0.257964457252635,"score_spread":0.2406611542440951,"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."}}