{"id":"W2949035602","doi":"10.1145/3306346.3322989","title":"Star-shaped metrics for mechanical metamaterial design","year":2019,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale pour le Développement de la Recherche Universitaire; Agence Nationale de la Recherche","keywords":"Isotropy; Orthotropic material; Metamaterial; Star (game theory); Voronoi diagram; Set (abstract data type); Computer science; Range (aeronautics); Interpolation (computer graphics); Topology (electrical circuits); Materials science; Structural engineering; Physics; Geometry; Mathematics; Computer graphics (images); Animation; Mathematical analysis; Engineering; Composite material; Optics; Finite element method","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":[0.0005972053,0.0005412821,0.0003507473,0.0009704618,0.0004092515,0.0007733643,0.0006263968,0.0004885014,0.001976158],"category_scores_gemma":[0.001932609,0.0002678403,0.0003912573,0.0004612606,0.0007664063,0.0009391114,0.001041078,0.0005231959,0.0007506615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005544894,"about_ca_system_score_gemma":0.0004500907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000387744,"about_ca_topic_score_gemma":0.0008157064,"domain_scores_codex":[0.999575,0.0001468831,0.00002315984,0.00004849659,0.000182279,0.00002425652],"domain_scores_gemma":[0.9994444,0.0002010369,0.00005651116,0.00008889241,0.0001497974,0.00005936359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005797573,0.00003226072,0.0004504306,0.0002404465,0.00002890333,0.0001122328,0.0001832484,0.1493299,0.04685196,0.7021973,0.002801745,0.09771357],"study_design_scores_gemma":[0.00002482098,0.0001077118,0.000167228,0.00003984693,0.000009922393,0.0002437511,0.00004842977,0.6837612,0.02470149,0.2422263,0.04862622,0.00004302756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005655978,0.0002002697,0.9906541,0.00006376336,0.00005042548,0.00002677784,0.00003271288,0.0001434483,0.003172622],"genre_scores_gemma":[0.2204136,0.0004440239,0.775102,0.00008864866,0.00004696314,0.0001586029,0.0001204006,0.000225071,0.00340077],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001976158,"threshold_uncertainty_score":0.00661093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202390805144209,"score_gpt":0.2231398361299942,"score_spread":0.2029007556155733,"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."}}