{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009438842,0.0001370372,0.0001082793,0.0002311293,0.0008246559,0.00001946868,0.0002269524,0.00004634057,0.001171609],"category_scores_gemma":[0.00000582752,0.0001574367,0.0001383083,0.0006453267,0.00002537322,0.0001344835,0.000004402198,0.0005805972,0.00006808616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009861826,"about_ca_system_score_gemma":0.0000193744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002717985,"about_ca_topic_score_gemma":0.00008233593,"domain_scores_codex":[0.9991666,0.00003964486,0.0001794247,0.0001604963,0.0002211299,0.0002327168],"domain_scores_gemma":[0.9993213,0.0001190201,0.00001766623,0.000440676,0.00002857999,0.00007270423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003197885,0.0002183684,0.0004842223,0.00001687723,0.0001757114,0.000008579879,0.0007817221,0.9792027,0.0006451963,0.001793321,0.01017745,0.006463842],"study_design_scores_gemma":[0.0008847858,0.0005057008,0.005131568,0.00002190875,0.0001578899,0.0001853351,0.002241879,0.04174715,0.003749034,0.01572874,0.9286428,0.001003218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3863269,0.0004528414,0.5887926,0.001472974,0.007803781,0.0005094463,0.000319149,0.003161273,0.01116104],"genre_scores_gemma":[0.9974974,0.0002528504,0.001088462,0.0001905391,0.00003970466,0.0001262954,0.000009494476,0.00004274641,0.0007525014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9374556,"threshold_uncertainty_score":0.9997414,"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."}}