{"id":"W2296155209","doi":"10.1016/j.cad.2016.03.004","title":"A new approach to automatic and a priori mesh adaptation around circular holes for finite element analysis","year":2016,"lang":"en","type":"article","venue":"Computer-Aided Design","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; A priori and a posteriori; Adaptation (eye); Computer science; Physics; Structural engineering; Engineering; Optics","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":[0.0007039045,0.0002062781,0.0002997781,0.0005487003,0.0001659955,0.0003398957,0.000422536,0.00005656022,0.000005009497],"category_scores_gemma":[0.00008105558,0.0001681394,0.0001259225,0.001168746,0.00001899234,0.0004527069,0.0001408622,0.0000373033,0.00002269148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008296672,"about_ca_system_score_gemma":0.0001791811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007052065,"about_ca_topic_score_gemma":0.000001641647,"domain_scores_codex":[0.9981454,0.0001631117,0.0003864872,0.0006855068,0.0003357985,0.0002836697],"domain_scores_gemma":[0.9983065,0.0007087365,0.0001438957,0.0004441902,0.0001696715,0.0002270713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001908947,0.00008398039,0.00003292375,0.00003336328,0.000306091,0.000001993193,0.001020879,0.3649762,0.0007559284,0.02533886,0.002063018,0.6053677],"study_design_scores_gemma":[0.0007402757,0.0002162498,0.001051759,0.00002631873,0.0001153512,0.000006586232,0.00001289296,0.9873791,0.0004739708,0.008646857,0.001081239,0.00024945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00181204,0.00008637433,0.9963179,0.0005625508,0.0001852756,0.0008556448,0.00000394334,0.0001566172,0.00001964756],"genre_scores_gemma":[0.2076586,0.000005944577,0.7915895,0.0002962704,0.0001768444,0.00008875355,0.00001302099,0.000009016108,0.0001620694],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6224028,"threshold_uncertainty_score":0.6856526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05723848717640566,"score_gpt":0.2640442816125867,"score_spread":0.206805794436181,"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."}}