{"id":"W4311804363","doi":"10.1145/3550454.3555474","title":"ElastoMonolith","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inviscid flow; Solver; Discretization; Eulerian path; Computer science; Grid; Spurious relationship; Mesh generation; Smoothed-particle hydrodynamics; Mathematical optimization; Applied mathematics; Robustness (evolution); Mathematics; Classical mechanics; Mechanics; Mathematical analysis; Physics; Finite element method; Lagrangian; Geometry","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":[0.0003428908,0.0008600606,0.0006450327,0.0005836561,0.0007770642,0.001556666,0.001474143,0.00114089,0.03441941],"category_scores_gemma":[0.0009351069,0.0004882584,0.000698049,0.0006332141,0.0005245981,0.001247136,0.003076977,0.001047026,0.00623182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004522119,"about_ca_system_score_gemma":0.001290006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809294,"about_ca_topic_score_gemma":0.003395602,"domain_scores_codex":[0.9995853,0.000031661,0.00002073361,0.00006414046,0.0002487615,0.00004936315],"domain_scores_gemma":[0.9998031,0.000047313,0.00001775944,0.0000635916,0.00004403152,0.00002419352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004305577,0.0002458038,0.005247523,0.0012747,0.0001614758,0.00150228,0.0007556501,0.2478018,0.1061611,0.1105748,0.07924184,0.4466024],"study_design_scores_gemma":[0.00009936091,0.0001625033,0.001375065,0.0001215076,0.00004188734,0.001371725,0.0002510244,0.673903,0.06291641,0.01695055,0.2427292,0.00007777522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04685499,0.0006824851,0.7837805,0.0008432763,0.0005584109,0.0003245017,0.001972067,0.0175167,0.1474671],"genre_scores_gemma":[0.5081972,0.0007870732,0.3962905,0.0006186536,0.0000829104,0.0004122213,0.004149572,0.003575323,0.08588655],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03441941,"threshold_uncertainty_score":0.1151444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247306240313925,"score_gpt":0.2147636847975426,"score_spread":0.2022906223944033,"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."}}