{"id":"W3135045720","doi":"10.3390/applmech2010006","title":"Conformal Wireframe Nets for Trimmed Symmetric Unit Cells in Functionally Graded Lattice Materials","year":2021,"lang":"en","type":"article","venue":"Applied Mechanics","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Mitacs; Bombardier","keywords":"Truss; Lattice (music); Conformal map; Bravais lattice; Cubic crystal system; Topology (electrical circuits); Diamond cubic; Mathematics; Geometry; Crystal structure; Computer science; Materials science; Physics; Diamond; Combinatorics; Condensed matter physics; Structural engineering; Engineering; Crystallography; Composite material","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":[0.0001979823,0.0001895532,0.000270624,0.0002229646,0.00004052313,0.00003502047,0.0001261837,0.0002233065,0.0001487465],"category_scores_gemma":[0.0000413186,0.0002337647,0.00003589989,0.0005848252,0.000007955898,0.00006748056,0.00003676345,0.0001582473,0.00003942174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000720023,"about_ca_system_score_gemma":0.00004522097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001783704,"about_ca_topic_score_gemma":0.000004050224,"domain_scores_codex":[0.9989421,0.00001113589,0.0003690507,0.0001986042,0.000121997,0.0003570942],"domain_scores_gemma":[0.9994584,0.0001638537,0.0000409967,0.0002093702,0.00006064089,0.00006674405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003121823,0.00002628207,0.00000111528,0.0001457157,0.00006589555,0.000007630854,0.00009777362,0.416415,0.2019405,0.3802445,0.0002428803,0.0007814417],"study_design_scores_gemma":[0.00288328,0.00003631221,0.00005116721,0.00002559971,0.00006333498,0.00002005814,0.0002792092,0.2258231,0.7504558,0.008826504,0.01094881,0.0005868414],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0827904,0.0002151325,0.9087313,0.00009014396,0.003589144,0.0008590852,0.0001070097,0.0006943727,0.002923382],"genre_scores_gemma":[0.9682938,0.00009304214,0.03063162,0.0002048079,0.0001037121,0.0002286274,0.0001971585,0.00008538979,0.0001618347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8855034,"threshold_uncertainty_score":0.9532647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258445556848972,"score_gpt":0.2040644364785474,"score_spread":0.1914799809100577,"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."}}