{"id":"W2776236301","doi":"10.1016/j.ast.2018.07.006","title":"A comprehensive high-order solver verification methodology for free fluid flows","year":2018,"lang":"en","type":"article","venue":"Aerospace Science and Technology","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Solver; Computer science; Order (exchange); Computational fluid dynamics; Computational science; Aerospace engineering; Engineering; Programming language; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002198813,0.0001157553,0.0001521912,0.0002565844,0.0002428584,0.0000352546,0.0003444028,0.0001234767,0.000005538026],"category_scores_gemma":[0.000221594,0.0001150207,0.00001471732,0.001019367,0.0008394194,0.0001295512,0.0001284458,0.00008885979,0.00001120976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005227611,"about_ca_system_score_gemma":0.00006036998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001322116,"about_ca_topic_score_gemma":0.00008053111,"domain_scores_codex":[0.999126,0.000007081797,0.0001278671,0.0003074248,0.000129383,0.0003022792],"domain_scores_gemma":[0.9988767,0.00009954412,0.00002323841,0.000321869,0.0006339078,0.00004477831],"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":[0.000007177395,0.00001327068,0.00009244721,0.00001961319,0.00001826917,7.467827e-7,0.0001274587,0.001868973,0.7352765,0.2441994,0.0009320256,0.01744416],"study_design_scores_gemma":[0.0005043297,0.000219649,0.00152915,0.000008142298,0.00001307052,0.00001912892,0.0001793195,0.9173325,0.0175983,0.05530471,0.007048672,0.0002430018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7606465,0.0001904039,0.2358811,0.002077907,0.0005669189,0.0002164038,0.00001720815,0.0002845966,0.0001188948],"genre_scores_gemma":[0.838941,0.00005805786,0.1607528,0.0001016917,0.00005313883,0.00003596792,0.000006717823,0.00001419723,0.00003641412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9154636,"threshold_uncertainty_score":0.4690406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01795299417755068,"score_gpt":0.2595416429840964,"score_spread":0.2415886488065457,"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."}}