{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000239375,0.0001134359,0.00009734302,0.0005188811,0.0007649735,0.00008880696,0.001450067,0.00003202629,0.00008339672],"category_scores_gemma":[0.000005081057,0.0001265138,0.000131637,0.001674574,0.00003180478,0.0001859461,0.00006478235,0.0003383322,0.000006224254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000281861,"about_ca_system_score_gemma":0.00004439912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001462185,"about_ca_topic_score_gemma":0.000005551209,"domain_scores_codex":[0.9988509,0.00009557018,0.0001745802,0.0003233112,0.0003762586,0.0001793153],"domain_scores_gemma":[0.9986963,0.00009323551,0.00004988966,0.00104484,0.00005088126,0.00006485866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004066852,0.0002781111,0.00009154311,0.000004450339,0.00002315657,0.00000745856,0.0003404242,0.0002512349,0.000031732,0.9684825,0.001160781,0.02932453],"study_design_scores_gemma":[0.0007850761,0.001431786,0.001991238,0.00001532268,0.00002563726,0.00009586963,0.00008294628,0.1936055,0.004074355,0.5439732,0.2530565,0.0008624681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002109457,0.0000407251,0.995149,0.00124426,0.0004634434,0.0001263333,0.000009810065,0.0006594879,0.0001975281],"genre_scores_gemma":[0.9849764,0.0000894453,0.01164231,0.003012867,0.00001475727,0.0001338313,0.000004312814,0.00001387495,0.0001122522],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9835066,"threshold_uncertainty_score":0.5883635,"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."}}