{"id":"W4367057102","doi":"10.1016/j.jocs.2023.102034","title":"A unified forcing scheme for the single relaxation lattice Boltzmann method","year":2023,"lang":"en","type":"article","venue":"Journal of Computational Science","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lattice Boltzmann methods; Discretization; Forcing (mathematics); Boltzmann equation; Mathematics; Applied mathematics; Momentum (technical analysis); Body force; Statistical physics; Mathematical analysis; Mechanics; Physics","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":[0.001890451,0.00007409089,0.0001169583,0.0002195183,0.0003470597,0.00009985471,0.0002527921,0.00002046922,0.000003877076],"category_scores_gemma":[0.0006198413,0.0000528268,0.00006496369,0.001059198,0.00008931658,0.0005327504,0.00003771081,0.000100657,0.00001208222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046224,"about_ca_system_score_gemma":0.00008686837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.946159e-7,"about_ca_topic_score_gemma":9.217138e-7,"domain_scores_codex":[0.9988647,0.00001787748,0.0003436938,0.00008681829,0.0005065606,0.0001804048],"domain_scores_gemma":[0.9971472,0.00188694,0.0001767847,0.00007272098,0.0006673352,0.00004901623],"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":[0.000007504927,0.00000570108,0.00008076158,0.00001198741,0.00002593171,7.652341e-7,0.0005066104,0.9869331,0.00251729,0.004550781,0.0008893143,0.004470327],"study_design_scores_gemma":[0.0003107278,0.00003814102,0.02139864,0.00002405306,0.00002126846,0.00001698038,0.000295073,0.9577504,0.0005351439,0.01621928,0.003316802,0.00007345528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1110745,0.0001572906,0.8859404,0.001359224,0.0006594504,0.0001571782,0.000002923972,0.00008755574,0.0005614],"genre_scores_gemma":[0.8808722,0.00000780835,0.1187855,0.00008023318,0.000169888,0.000004070242,0.000001134738,0.00001035712,0.00006878135],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7697977,"threshold_uncertainty_score":0.2669337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05296929016269584,"score_gpt":0.3353661978949451,"score_spread":0.2823969077322492,"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."}}