{"id":"W4286611275","doi":"10.1145/3528223.3530138","title":"VEMPIC","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Waterloo; University of Toronto","funders":"Connaught Fund","keywords":"Polyhedron; Computer science; Mesh generation; Discretization; Boundary (topology); Finite element method; Manifold (fluid mechanics); Representation (politics); Function (biology); Topology (electrical circuits); Generalization; Mathematical optimization; Algorithm; Mathematics; Geometry; Mathematical analysis; Mechanical engineering","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":[0.0009061667,0.001231418,0.0008801114,0.001987398,0.001460803,0.004672151,0.0027637,0.002492833,0.3998403],"category_scores_gemma":[0.002835874,0.0006278615,0.0007165157,0.001341867,0.00071192,0.003742973,0.0048091,0.002364029,0.2132455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008858602,"about_ca_system_score_gemma":0.001401947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699538,"about_ca_topic_score_gemma":0.001624757,"domain_scores_codex":[0.9990004,0.000116212,0.00004390726,0.0002037707,0.000498102,0.0001376096],"domain_scores_gemma":[0.9987865,0.0001819412,0.00005141144,0.0003557598,0.0003693422,0.0002550281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005238555,0.0001392769,0.0008049816,0.0006618403,0.00003485474,0.0005340592,0.0002268745,0.003762347,0.008632655,0.05664688,0.5422515,0.3857809],"study_design_scores_gemma":[0.00005005975,0.00005358987,0.0002539835,0.0001059835,0.00001134124,0.0003796374,0.00004953342,0.005492931,0.003134838,0.008530023,0.9819112,0.00002687233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00601706,0.004377615,0.1337248,0.003810333,0.003915898,0.0004865941,0.009632098,0.06334763,0.7746879],"genre_scores_gemma":[0.08036639,0.005140848,0.09611429,0.002851009,0.0012746,0.0007206107,0.03007899,0.01440295,0.7690504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3998403,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778007685106878,"score_gpt":0.2837483553985915,"score_spread":0.2559682785475227,"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."}}