{"id":"W4404492780","doi":"10.1007/978-3-031-67398-6_24","title":"The Role of Topological Defects in the Mechanics of Additive Manufactured 2D Architected Honeycomb Metamaterials","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Victoria","funders":"","keywords":"Metamaterial; Honeycomb; Materials science; Topology (electrical circuits); Composite material; Engineering; Optoelectronics; Electrical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001374873,0.0002704249,0.0004251002,0.00009383913,0.00002653244,0.0000289636,0.0003774693,0.0002300574,0.0004454853],"category_scores_gemma":[0.000009043324,0.0001356785,0.0002247256,0.00003541581,0.00006212582,0.00001036504,0.0000894906,0.0003557907,0.000009985164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001742275,"about_ca_system_score_gemma":0.00001000804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002119853,"about_ca_topic_score_gemma":0.0000934633,"domain_scores_codex":[0.9990512,0.00003670009,0.0003647202,0.0001627383,0.0002199784,0.000164713],"domain_scores_gemma":[0.9992851,0.0002680769,0.00006651512,0.0003356849,0.00002343107,0.00002120435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004589901,0.000007139424,4.028478e-7,0.0001234552,0.0004160342,0.0000215425,0.0005192663,0.0007162052,0.0567901,0.9379958,0.0002306435,0.003133498],"study_design_scores_gemma":[0.0001511438,0.0001047258,0.0000759948,0.0001112968,0.0002221781,0.00002706879,0.0001716071,0.0006079132,0.3145437,0.6511657,0.03251887,0.0002997845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02674782,0.01173471,0.0004924295,0.00005716231,0.001094069,0.001111108,0.0006122651,0.0002409471,0.9579095],"genre_scores_gemma":[0.9943694,0.0003385424,0.0000723226,0.00001490053,0.00007319851,0.00001387608,0.00006454346,0.00004106865,0.005012135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9676216,"threshold_uncertainty_score":0.5532808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005132732832779226,"score_gpt":0.1850874023950439,"score_spread":0.1799546695622647,"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."}}