{"id":"W3049160747","doi":"10.1111/cgf.14070","title":"A Simple Discretization of the Vector Dirichlet Energy","year":2020,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Massachusetts Department of Fish and Game; National Science Foundation","keywords":"Discretization; Mathematics; Dirichlet boundary condition; Dirichlet distribution; Covariant transformation; Scalar (mathematics); Dirichlet's energy; Dirichlet eigenvalue; Applied mathematics; Mathematical analysis; Boundary value problem; Geometry; Dirichlet's principle","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003536577,0.000297586,0.0004808582,0.0003931668,0.000326139,0.000946281,0.0009140967,0.0007420481,0.00501018],"category_scores_gemma":[0.0009734639,0.0002247596,0.0004265127,0.0003517403,0.0006645964,0.0008151531,0.0009102967,0.0007569823,0.00120495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004114845,"about_ca_system_score_gemma":0.0004376203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065684,"about_ca_topic_score_gemma":0.0011928,"domain_scores_codex":[0.999603,0.00007402477,0.00002156034,0.00003546731,0.0002363318,0.00002968904],"domain_scores_gemma":[0.9998273,0.00004616089,0.00001174422,0.00004338784,0.00005571046,0.00001570394],"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":[0.00008978015,0.00009352814,0.0004542339,0.0001651108,0.00001735974,0.0002740012,0.0002636789,0.3123946,0.0595841,0.5254124,0.003646119,0.09760507],"study_design_scores_gemma":[0.00002291751,0.00004979841,0.0001253354,0.000019542,0.000005682383,0.0001652831,0.000035575,0.9298603,0.009266011,0.03931424,0.0211112,0.00002413868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01423312,0.00009038352,0.9731182,0.000106133,0.0001025278,0.00004519252,0.00006169997,0.0002880695,0.01195459],"genre_scores_gemma":[0.3748752,0.0002246176,0.6036223,0.0001396228,0.00005053162,0.0001144351,0.0001858025,0.0002955468,0.02049203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00501018,"threshold_uncertainty_score":0.01676077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008566806823070995,"score_gpt":0.1803557901095527,"score_spread":0.1717889832864818,"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."}}