{"id":"W2107640409","doi":"10.1137/030601910","title":"Analysis of Box Schemes for Reactive Flow Problems","year":2006,"lang":"en","type":"article","venue":"SIAM Journal on Scientific Computing","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Conservation law; Applied mathematics; Spurious relationship; Nonlinear system; Flow (mathematics); Stability (learning theory); Relaxation (psychology); Flux limiter; Diffusion equation; Hyperbolic partial differential equation; Mathematical analysis; Partial differential equation; Geometry; Computer science","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":[0.0007656856,0.0001263139,0.0002614266,0.0006327138,0.0002347756,0.0002206143,0.0001793116,0.0000361422,0.000009119974],"category_scores_gemma":[0.00003497741,0.0001204952,0.0002719326,0.001156763,0.00004502076,0.0000877274,0.00002663109,0.0001627895,0.000002610955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057926,"about_ca_system_score_gemma":0.00003594921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002745303,"about_ca_topic_score_gemma":0.00001672687,"domain_scores_codex":[0.9987172,0.00001629756,0.0004774959,0.000199677,0.0003440068,0.0002453327],"domain_scores_gemma":[0.9991232,0.0002216689,0.000145664,0.0001408652,0.0003126493,0.00005591557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004206319,0.00003737753,0.0004850153,0.00001986948,0.0002113364,0.000001404235,0.00008307178,0.9839,0.004545918,0.002222311,0.0002938847,0.008195596],"study_design_scores_gemma":[0.000202463,0.00002466203,0.002897492,0.00005119731,0.0001050778,0.000005929822,0.00002250316,0.993189,0.0002602218,0.001430182,0.001687068,0.0001242183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5714847,0.00008554986,0.4270552,0.00002415721,0.0007659213,0.00008243699,0.00003029242,0.00003633502,0.0004353179],"genre_scores_gemma":[0.9846689,0.000001618202,0.01496229,0.000005689069,0.0001431788,8.643137e-7,0.00006451545,0.00001684691,0.0001361138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4131841,"threshold_uncertainty_score":0.4913653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008727484933066213,"score_gpt":0.232036448000251,"score_spread":0.2233089630671848,"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."}}