{"id":"W2268860671","doi":"","title":"Further Validations of Penalization and VIC Based Methods for Aeronautic Applications","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Airfoil; Laminar flow; Aerodynamics; Mechanics; Navier–Stokes equations; Aerodynamic force; Propulsion; Rigid body; Physics; Flow (mathematics); Compressibility; Aerospace engineering; Classical mechanics; 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"],"consensus_categories":[],"category_scores_codex":[0.00302566,0.0002524713,0.0003748564,0.0002015227,0.000181683,0.000110599,0.000378092,0.0001948759,0.00004308272],"category_scores_gemma":[0.0006915962,0.0002815016,0.0001261582,0.0002436148,0.0001509719,0.00007546437,0.0002657524,0.0001970547,0.000005621189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006409258,"about_ca_system_score_gemma":0.00007449325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003698904,"about_ca_topic_score_gemma":0.00008715248,"domain_scores_codex":[0.9973071,0.001399273,0.0005367037,0.0003982875,0.000170618,0.0001880475],"domain_scores_gemma":[0.9940349,0.002883134,0.0002990836,0.00108262,0.001618618,0.00008157689],"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":[0.00002990395,0.0008291782,0.003911013,0.007656759,0.001054271,2.705012e-7,0.02171686,0.2035594,0.01788745,0.3508556,0.00152687,0.3909724],"study_design_scores_gemma":[0.000650306,4.153709e-7,0.001975674,0.0006203576,0.0002144515,8.499377e-7,0.00007438912,0.9319345,0.0236701,0.01090608,0.02952348,0.0004294406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003240852,0.0009685536,0.9881095,0.00134353,0.0000882138,0.0009714286,0.00007582309,0.0002724825,0.004929586],"genre_scores_gemma":[0.5493549,0.0001616251,0.4488178,0.00003312718,0.00001890558,0.0005349319,0.0005109555,0.00006332252,0.0005044167],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7283751,"threshold_uncertainty_score":0.9999637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190553171425254,"score_gpt":0.2901289231494733,"score_spread":0.2682233914352208,"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."}}