{"id":"W4213255064","doi":"10.1093/jcde/qwab069","title":"A heterogeneous lattice structure modeling technique supported by multiquadric radial basis function networks","year":2021,"lang":"en","type":"article","venue":"Journal of Computational Design and Engineering","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Academic Excellence Foundation of BUAA for PHD Students","keywords":"Cable gland; Lattice (music); Basis (linear algebra); Function (biology); Architectural geometry; Computer science; Mathematical optimization; Engineering; Topology (electrical circuits); Mathematics; Mechanical engineering; Engineering drawing; Geometry","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":[0.0001476341,0.0001782076,0.000231602,0.0001803541,0.00004460187,0.00004857845,0.0000682625,0.0001417549,0.00003040822],"category_scores_gemma":[0.00003578519,0.0001993982,0.00005951423,0.0002302283,0.00001058996,0.0001987926,0.0000134303,0.0003278917,3.803956e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006530031,"about_ca_system_score_gemma":0.00003046243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.696423e-7,"about_ca_topic_score_gemma":9.845583e-8,"domain_scores_codex":[0.999097,0.00003018591,0.0004103748,0.0001111701,0.0001624355,0.0001888428],"domain_scores_gemma":[0.9994475,0.0001483415,0.00005817338,0.00006282195,0.0001698223,0.0001133144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001194752,0.000007275847,0.00001068922,0.00003457689,0.0001190413,0.00003243271,0.00003819544,0.9885538,0.01035521,0.00005781112,0.0001734911,0.0006054759],"study_design_scores_gemma":[0.000363188,0.0000336667,0.00004869184,0.00004316549,0.00004623468,0.000874,0.000007989629,0.9949005,0.003210144,0.0001808572,0.0001140236,0.0001775552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03233774,0.002204048,0.9647043,0.00002788117,0.0005183419,0.00007794848,0.000004949909,0.0001198091,0.00000503213],"genre_scores_gemma":[0.8225833,0.0001185747,0.1770669,0.00002428457,0.0001387034,0.000004185655,0.00001717916,0.00004182449,0.000005039142],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7902456,"threshold_uncertainty_score":0.8131224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006829751502120535,"score_gpt":0.1920773959693373,"score_spread":0.1852476444672168,"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."}}