{"id":"W2998438314","doi":"10.20347/wias.preprint.2086","title":"A comparative numerical study of meshing functionals for variational mesh adaptation","year":2015,"lang":"en","type":"article","venue":"Open MIND","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Generalization; Mathematics; Applied mathematics; Variable (mathematics); Algorithm; Mathematical optimization; Mathematical analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002629223,0.00005835058,0.0001722471,0.00004253472,0.00003002069,0.0000393424,0.00009715401,0.00002020771,0.0001288946],"category_scores_gemma":[0.00002892017,0.00005551006,0.00002742021,0.0001107511,0.000003942345,0.0001404279,0.00001870004,0.00003536249,0.00002346828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002642756,"about_ca_system_score_gemma":0.00003483119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004108979,"about_ca_topic_score_gemma":0.00002807995,"domain_scores_codex":[0.9994864,0.00002273735,0.0001802156,0.0001029315,0.0001446503,0.00006307929],"domain_scores_gemma":[0.9996527,0.00007009954,0.00003796789,0.00006854757,0.0001322133,0.00003844859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002656153,0.0001066749,0.0001302864,0.000001706,0.0001459907,1.780326e-7,0.007343448,0.9883026,0.00006957588,0.00002679473,0.0004621393,0.003383991],"study_design_scores_gemma":[0.0006327466,0.00009676382,0.0002129304,0.000005381772,0.00006084742,3.222394e-7,0.004586706,0.9934836,0.0001454257,0.0001477135,0.000561222,0.00006634586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3521181,0.00002911585,0.6444486,0.00002807293,0.00008345595,0.0002969382,0.00002118688,0.000003925258,0.002970502],"genre_scores_gemma":[0.9778402,1.840797e-7,0.02185802,0.000003334097,0.00003922637,0.00003470542,0.00003834557,0.000005747702,0.0001802767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.625722,"threshold_uncertainty_score":0.2263635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1932889665457089,"score_gpt":0.351191231507326,"score_spread":0.1579022649616171,"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."}}