{"id":"W2114461382","doi":"10.1002/fld.4002","title":"An approach to control the spurious currents in a multiphase lattice Boltzmann method and to improve the implementation of initial condition","year":2015,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Fluids","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Lattice Boltzmann methods; Spurious relationship; Multiphase flow; Initialization; HPP model; Mechanics; Statistical physics; Physics; Bhatnagar–Gross–Krook operator; Lattice (music); Computer science; Mathematics; Acoustics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00123205,0.0005800395,0.0004560435,0.0004666852,0.0004590628,0.0008008875,0.001416492,0.0008965365,0.002112042],"category_scores_gemma":[0.003397986,0.0004232692,0.0004269783,0.0002730672,0.0008846952,0.001076766,0.001450052,0.001696551,0.0005537416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004074144,"about_ca_system_score_gemma":0.001220763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488351,"about_ca_topic_score_gemma":0.001268469,"domain_scores_codex":[0.9994953,0.0001509804,0.00004141277,0.00005277588,0.0002177937,0.00004166253],"domain_scores_gemma":[0.9989725,0.0003557451,0.0001308614,0.000207583,0.0002649919,0.00006834081],"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":[0.0003322929,0.0003803749,0.002373285,0.0003999813,0.00005164572,0.0002327536,0.00057689,0.4726126,0.2046905,0.1435646,0.0017144,0.1730705],"study_design_scores_gemma":[0.00002891754,0.00003821135,0.00006807787,0.00001233476,0.000004755359,0.00002557718,0.000008851673,0.9779245,0.01651694,0.003496725,0.00186362,0.00001139319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006934163,0.00004236594,0.991825,0.00007027412,0.00004513102,0.0000432567,0.000007586913,0.0001873605,0.0008448877],"genre_scores_gemma":[0.1465047,0.0000764361,0.8518677,0.00006598183,0.00001914925,0.0001529741,0.00002560948,0.0001377789,0.00114963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002112042,"threshold_uncertainty_score":0.007065475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0606424687591165,"score_gpt":0.5011460776375043,"score_spread":0.4405036088783878,"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."}}