{"id":"W4395045126","doi":"10.1080/15376494.2024.2340066","title":"Stiffness, strength, anisotropy, and buckling of lattices derived from TPMS and Platonic and Archimedean solids","year":2024,"lang":"en","type":"article","venue":"Mechanics of Advanced Materials and Structures","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Khalifa University of Science, Technology and Research; New York University Abu Dhabi","keywords":"Materials science; Anisotropy; Relative density; Auxetics; Stiffness; Lattice (music); Periodic boundary conditions; Buckling; Boundary value problem; Topology (electrical circuits); Composite material; Mathematical analysis; Physics; Mathematics; Sintering; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001327276,0.0001721897,0.000113691,0.0003824587,0.0001602057,0.0002787016,0.0001558807,0.0001737152,0.000591194],"category_scores_gemma":[0.0003778641,0.0001517751,0.0001260647,0.0002198594,0.0003486812,0.0002881366,0.0001927019,0.0001884962,0.00006854512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720435,"about_ca_system_score_gemma":0.000148095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002917537,"about_ca_topic_score_gemma":0.000819125,"domain_scores_codex":[0.9998939,0.00001475983,0.000007249722,0.00001332768,0.00005648236,0.00001427968],"domain_scores_gemma":[0.9997974,0.00007288031,0.00006858556,0.00002188214,0.00002162997,0.00001776855],"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":[0.00009302646,0.00003263354,0.002773117,0.0001415423,0.00001404506,0.0001819076,0.00008539299,0.03562915,0.9448233,0.005314874,0.00006152967,0.01084943],"study_design_scores_gemma":[0.00001619381,0.0004826693,0.01466946,0.00002111905,0.00002443954,0.0004816655,0.0001837136,0.3496197,0.6303014,0.002384064,0.001775657,0.00004002825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941009,0.0001497323,0.004003656,0.00001909673,0.000004208599,0.000003138019,0.00002690067,0.00001950709,0.001672814],"genre_scores_gemma":[0.9966921,0.00007456253,0.003009527,0.000002888496,0.000001180842,0.000004815054,0.00002513853,0.000003638533,0.0001862261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000591194,"threshold_uncertainty_score":0.001977742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004273290957660139,"score_gpt":0.2035667935761868,"score_spread":0.1992935026185267,"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."}}