{"id":"W3170516354","doi":"10.1115/1.862025_ch8","title":"Mesoscale Lattice Structure Design and Simulation with the Support of a Property Database","year":2021,"lang":"en","type":"book-chapter","venue":"ASME eBooks","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Crystal structure; Lattice (music); Reciprocal lattice; Fabrication; Truss; Empty lattice approximation; Materials science; Homogeneous; Particle in a one-dimensional lattice; Structural engineering; Statistical physics; Engineering; Crystallography; Physics; Diffraction; Chemistry; Optics","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":[0.00004390129,0.0002223773,0.0002231739,0.00003490731,0.0000460255,0.00002858612,0.000105141,0.0001208884,0.0001569181],"category_scores_gemma":[0.000001816567,0.000121712,0.00003841094,0.000008640156,0.00007254563,0.00002533816,0.000048446,0.0002569113,0.000001092653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000118889,"about_ca_system_score_gemma":0.00003411993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005287031,"about_ca_topic_score_gemma":0.00002892926,"domain_scores_codex":[0.9993879,0.00001471987,0.0001395991,0.0001789001,0.0001725994,0.0001063415],"domain_scores_gemma":[0.9994597,0.00006453651,0.00004865854,0.0003393007,0.00004959118,0.00003825841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008169319,0.00003004921,0.00009405726,0.0053356,0.005017237,0.0007969427,0.008600339,0.5343444,0.1824792,0.07024579,0.0128017,0.1794377],"study_design_scores_gemma":[0.002106864,0.0005935454,0.0002073003,0.0009024107,0.002106665,0.0004613775,0.0001192751,0.09791412,0.08623218,0.005760872,0.801042,0.002553452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0086957,0.002441858,0.04998712,0.00009704255,0.0003872125,0.002331149,0.0004572402,0.0003444034,0.9352583],"genre_scores_gemma":[0.7827461,0.00001960118,0.003928151,0.00007948789,0.0001542757,0.000007455509,0.0001937269,0.0001353033,0.2127359],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7882403,"threshold_uncertainty_score":0.4963271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275235740242118,"score_gpt":0.1944937924988333,"score_spread":0.1817414350964121,"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."}}