{"id":"W4400235748","doi":"10.11159/ffhmt24.104","title":"The Impact of the Incoming Non-Equilibrium Flow on the Hypersonic Wind Tunnel Heat Flux Prediction of A Re-Entry Body","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Centre for Mechanical and Aerospace Science and Technologies, University of Beira Interior; Fundação para a Ciência e a Tecnologia; Ministério da Ciência, Tecnologia e Ensino Superior","keywords":"Wind tunnel; Hypersonic flow; Hypersonic speed; Hypersonic wind tunnel; Heat flux; Flux (metallurgy); Mechanics; Aerospace engineering; Flow (mathematics); Physics; Materials science; Heat transfer; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006942355,0.0002363709,0.000260363,0.0000794698,0.0001353475,0.0001186984,0.0007590749,0.000102855,0.00009059845],"category_scores_gemma":[0.0001453946,0.0001057142,0.000332562,0.000160135,0.0002805741,0.0001164304,0.00009724665,0.0003656379,0.000001487311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008175471,"about_ca_system_score_gemma":0.0001081786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003750275,"about_ca_topic_score_gemma":0.000004663194,"domain_scores_codex":[0.9984897,0.00002750512,0.0004543773,0.0002505942,0.0005648079,0.0002130515],"domain_scores_gemma":[0.9990039,0.0003914245,0.00004596571,0.0002186271,0.0002957781,0.00004431895],"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":[0.0005012909,0.0001471982,0.0007444644,0.0002667059,0.0004613475,3.945671e-7,0.002607405,0.0002147601,0.7030071,0.2900738,0.001552254,0.0004232035],"study_design_scores_gemma":[0.00126016,0.0007140771,0.005100926,0.003239481,0.0003069075,0.00002668206,0.002234239,0.7185331,0.1130241,0.1551178,0.0001498795,0.0002927314],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798999,0.00007865128,0.0001549646,0.004459694,0.0005731326,0.0005170908,0.000151296,0.00002098723,0.01414428],"genre_scores_gemma":[0.9989401,0.0001318966,0.00006388062,0.00004805393,0.0001103141,0.00002084487,0.000002848415,0.00002756176,0.0006544951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7183183,"threshold_uncertainty_score":0.4310898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02484157170018814,"score_gpt":0.2640237051802357,"score_spread":0.2391821334800476,"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."}}