{"id":"W4403266604","doi":"10.3397/in_2024_3753","title":"New guidelines for ISO 9053 based on CFD simulations of the static airflow resistivity of a perforated solid","year":2024,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; École de Technologie Supérieure; Université de Sherbrooke","funders":"","keywords":"Airflow; Computational fluid dynamics; Mechanics; Electrical resistivity and conductivity; Materials science; Mechanical engineering; Aerospace engineering; Engineering; Physics; Electrical 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":[],"consensus_categories":[],"category_scores_codex":[0.0002851432,0.000186816,0.0002458163,0.0001684224,0.00005319714,0.00003541513,0.0002126584,0.00008643345,0.00002561505],"category_scores_gemma":[0.001433019,0.0001499346,0.000101827,0.0005326892,0.00005599176,0.0001436327,0.00002733537,0.0001557501,0.000001562563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008456064,"about_ca_system_score_gemma":0.0001303759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004078298,"about_ca_topic_score_gemma":0.000006519635,"domain_scores_codex":[0.9989751,0.000006138809,0.0004227999,0.0002143531,0.0001963873,0.0001852102],"domain_scores_gemma":[0.9987435,0.0003172442,0.00009078831,0.0001590237,0.0006435027,0.00004588495],"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":[0.0001697743,0.00009879528,0.008736641,0.006481356,0.0001882845,8.986349e-7,0.001169796,0.04146766,0.8336673,0.02546319,0.07603214,0.006524116],"study_design_scores_gemma":[0.0002955078,0.0001604454,0.002693236,0.001108284,0.00007784908,0.000001205421,0.00002722282,0.7846136,0.1667199,0.04383228,0.0002804096,0.0001900424],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219385,0.00009943435,0.06993693,0.00106623,0.0003453507,0.001425591,0.0002091409,0.001619111,0.003359751],"genre_scores_gemma":[0.8277149,0.000001563565,0.1720394,0.00004279772,0.0000623311,0.00003327381,0.000004643452,0.00005357666,0.00004762087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7431459,"threshold_uncertainty_score":0.6114157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513036051930334,"score_gpt":0.3198240316445321,"score_spread":0.2746936711252287,"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."}}