{"id":"W1991024082","doi":"10.4028/www.scientific.net/amm.152-154.1806","title":"Large Eddy Simulation of Wind Loads on a Low-Rise Structure and Comparison with Wind Tunnel Results","year":2012,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roof; Low-rise; Wind tunnel; Large eddy simulation; Computation; Gable; Meteorology; Boundary layer; Geology; Structural engineering; Environmental science; Engineering; Physics; Aerospace engineering; Computer science; Turbulence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002083905,0.0001382718,0.0002429923,0.00001720737,0.0001023202,0.00002077129,0.00004436626,0.00006636285,0.00008805561],"category_scores_gemma":[0.000007047496,0.00009833637,0.000008262308,0.00004828957,0.00002945971,0.00007202575,0.0001098412,0.00003849148,0.000008092861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000112716,"about_ca_system_score_gemma":0.000002019063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000109989,"about_ca_topic_score_gemma":0.000007570615,"domain_scores_codex":[0.9992276,0.00001574015,0.0001941333,0.0001964336,0.0001519651,0.0002140764],"domain_scores_gemma":[0.999653,0.00003153144,0.0001210958,0.0001223123,0.000004686523,0.0000674032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001643474,0.0004201152,0.001139613,0.0001540495,0.00008029051,0.000001820829,0.007731083,0.004790197,0.9580495,0.02334509,0.0006388281,0.002005876],"study_design_scores_gemma":[0.01144707,0.001355108,0.06586662,0.0002758178,0.0003028938,0.000008398616,0.004384823,0.00260176,0.8878171,0.01350007,0.01084589,0.00159438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985038,0.00003088847,0.0004302526,0.00002257637,0.00008935751,0.0002407516,0.00015241,0.00001125882,0.0005186777],"genre_scores_gemma":[0.9993381,0.00001518473,0.0004620205,0.00006160839,0.00006836332,0.000002352316,0.00001581713,0.00001112449,0.00002542594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07023239,"threshold_uncertainty_score":0.4010041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009638882852048536,"score_gpt":0.2248873829232792,"score_spread":0.2152485000712307,"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."}}