{"id":"W2624897769","doi":"","title":"Isogeometric Shape Optimization","year":2010,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Isogeometric analysis; Computer science; Engineering; Finite element method; Structural engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005376355,0.000590519,0.001245555,0.001305654,0.0003064736,0.00002172754,0.002295393,0.001118642,0.005318611],"category_scores_gemma":[0.0003609353,0.0007629097,0.000775494,0.003717356,0.00134441,0.0007198661,0.000899434,0.001682158,0.0001717775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000373583,"about_ca_system_score_gemma":0.000100641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001744826,"about_ca_topic_score_gemma":0.0003654187,"domain_scores_codex":[0.9966893,0.0001131963,0.0006536344,0.0008724206,0.0009042568,0.0007672479],"domain_scores_gemma":[0.9967101,0.0005391118,0.0004388589,0.001292646,0.0005022959,0.0005169611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002583721,0.004766145,0.009050895,0.001356543,0.001860895,0.001390481,0.0003898401,0.06218968,0.7105619,0.01677804,0.06276071,0.1263111],"study_design_scores_gemma":[0.01756749,0.004551258,0.06812157,0.001605248,0.005445521,0.0007919177,0.003020979,0.4440973,0.0659204,0.00913436,0.3665358,0.0132082],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.195475,0.0004228857,0.7474828,0.0006944672,0.0002778426,0.00126394,0.0001899638,0.002776137,0.05141699],"genre_scores_gemma":[0.8191284,0.001012825,0.1789097,0.00002946217,0.00003827185,4.350521e-7,0.00003978455,0.00006702019,0.0007741255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6446415,"threshold_uncertainty_score":0.9994822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006369120972614506,"score_gpt":0.1903284072280128,"score_spread":0.1839592862553983,"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."}}