{"id":"W4390542306","doi":"10.1002/advs.202305113","title":"Unravelling Size‐Dependent and Coupled Properties in Mechanical Metamaterials: A Couple‐Stress Theory Perspective","year":2024,"lang":"en","type":"article","venue":"Advanced Science","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Metamaterial; Homogenization (climate); Asymptotic homogenization; Materials science; Finite element method; Bending; Material Design; Curvature; Continuum hypothesis; Twist; Classical mechanics; Geometry; Physics; Structural engineering; Composite material; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000348416,0.0001259802,0.0001440781,0.00009459261,0.00007887381,0.0001710577,0.0001815504,0.00002836472,0.00002627179],"category_scores_gemma":[0.00007404795,0.0000995443,0.00002116792,0.0003062853,0.0001778377,0.0002998478,0.00006242917,0.0001266876,0.00000388296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060326,"about_ca_system_score_gemma":0.00003656291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002014714,"about_ca_topic_score_gemma":0.00002268506,"domain_scores_codex":[0.999074,0.00001824518,0.0001371115,0.0003132113,0.0002109896,0.0002464291],"domain_scores_gemma":[0.9996794,0.00008638954,0.000008932489,0.0001330595,0.00003502748,0.00005722265],"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":[0.00001598259,0.000004818026,0.000004818449,0.00004990016,0.0000081727,0.00002187781,0.001089049,0.02275469,0.9523026,0.02249408,1.982622e-7,0.00125387],"study_design_scores_gemma":[0.0001798052,0.0000312146,0.0002075366,0.0001556726,0.00001320272,0.00002614988,0.002182189,0.2883927,0.6941221,0.01443781,0.00003077871,0.0002208997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836714,0.00696857,0.007884278,0.00002851653,0.0004703486,0.0001737645,0.000005519612,0.0001990497,0.0005985868],"genre_scores_gemma":[0.9988841,0.0002113558,0.0007851543,0.00001111821,0.00002854726,0.00001614533,3.635524e-7,0.00001444434,0.00004871246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.265638,"threshold_uncertainty_score":0.4059299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006740720129314114,"score_gpt":0.2281776406108433,"score_spread":0.2214369204815291,"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."}}