{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009048897,0.0002200306,0.0002027589,0.0002252333,0.000160139,0.0002925472,0.0003439034,0.0001983182,0.00191233],"category_scores_gemma":[0.0002272504,0.0001198298,0.0001526766,0.0001538222,0.0002818561,0.0002550947,0.0003072105,0.0002538484,0.0003113042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000286531,"about_ca_system_score_gemma":0.0002195534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000665747,"about_ca_topic_score_gemma":0.001794707,"domain_scores_codex":[0.9999508,0.00001194723,0.000001996242,0.00000825078,0.00002110494,0.000005933589],"domain_scores_gemma":[0.9999517,0.00001609588,0.000008660294,0.00000960136,0.000009061804,0.000004869925],"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":[0.00008592407,0.00006614253,0.001128212,0.0001723046,0.00001847019,0.0002386279,0.0001280341,0.5273535,0.08070084,0.2330904,0.002112021,0.1549056],"study_design_scores_gemma":[0.00002221726,0.0001659447,0.0003792027,0.00002085885,0.00000660424,0.0001370484,0.00004832049,0.9193374,0.02875916,0.03827958,0.01283253,0.00001126221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1688176,0.0001386537,0.8176319,0.00006182943,0.00003978364,0.00005890169,0.00007763657,0.0002774001,0.01289631],"genre_scores_gemma":[0.5587423,0.0001518751,0.4349496,0.00003266729,0.0000108871,0.0001018027,0.000137982,0.0001210656,0.005751851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00191233,"threshold_uncertainty_score":0.006397367,"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."}}