{"id":"W2140570979","doi":"10.1002/cjce.21664","title":"Construction of lattice‐Boltzmann schemes for non‐Newtonian and two‐phase flows","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lattice Boltzmann methods; Nonlinear system; Rheology; Collision; Boltzmann equation; Constitutive equation; Moment (physics); Newtonian fluid; Algebraic number; Statistical physics; Mathematics; Lattice (music); Classical mechanics; Physics; Mathematical analysis; Mechanics; Computer science; Thermodynamics","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":[0.0002381675,0.0001233289,0.0002322332,0.0001187804,0.00004659747,0.00002139867,0.0001049438,0.00005551103,0.000009507015],"category_scores_gemma":[0.0001423083,0.0001019019,0.00006803613,0.0001056216,0.00006546213,0.0001959186,0.000009171527,0.0001796348,8.925787e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008905906,"about_ca_system_score_gemma":0.00005168677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004122384,"about_ca_topic_score_gemma":0.0000286667,"domain_scores_codex":[0.9992508,0.000004244062,0.0003203955,0.00004625107,0.0001001204,0.0002781958],"domain_scores_gemma":[0.9992838,0.0001471612,0.00006899211,0.00009530336,0.0001099491,0.0002948181],"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":[0.0001100045,0.00005808327,0.006628584,0.001478184,0.001724301,0.00001502959,0.008021809,0.2820478,0.660062,0.01237146,0.001467541,0.02601516],"study_design_scores_gemma":[0.004254884,0.00007879034,0.0006433111,0.0003344248,0.0003853565,0.0003532868,0.0002039079,0.717934,0.2509384,0.0004211535,0.02386385,0.0005885972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893667,0.001460847,0.008375285,0.0001437943,0.000417695,0.0001074684,0.00001412769,0.00001802528,0.00009607198],"genre_scores_gemma":[0.9880962,0.000005926399,0.01151047,0.00001370809,0.0003388696,0.000003263277,0.000001173653,0.00002607595,0.000004301381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4358862,"threshold_uncertainty_score":0.4155438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387346399695298,"score_gpt":0.2402445811715999,"score_spread":0.2263711171746469,"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."}}