{"id":"W2138945932","doi":"10.1109/tvcg.2008.201","title":"The Lattice-Boltzmann Method on Optimal Sampling Lattices","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Visualization and Computer Graphics","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"University of Rochester","keywords":"Lattice Boltzmann methods; Discretization; HPP model; Lattice (music); Lattice gas automaton; Cartesian coordinate system; Computer science; Streamlines, streaklines, and pathlines; Computation; Statistical physics; Turbulence; Mathematical optimization; Computational science; Algorithm; Physics; Mathematics; Mathematical analysis; Mechanics; Geometry","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":[0.001203058,0.0004440482,0.00094869,0.0004888705,0.0005066975,0.0007988235,0.00144105,0.0008025878,0.002457971],"category_scores_gemma":[0.004357271,0.0004345652,0.0006182569,0.0006069671,0.0009938045,0.0009114467,0.001410178,0.001232756,0.0008333125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007515169,"about_ca_system_score_gemma":0.001529791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007204803,"about_ca_topic_score_gemma":0.004277546,"domain_scores_codex":[0.999278,0.0003186754,0.00002536589,0.00004651978,0.0002789036,0.00005257414],"domain_scores_gemma":[0.9989007,0.0006218113,0.00005146952,0.0001427661,0.0002104388,0.00007290778],"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":[0.00007761519,0.00004267776,0.0005152318,0.0000890772,0.00001960375,0.00006971063,0.00006158434,0.862182,0.001696581,0.1081592,0.001193083,0.02589376],"study_design_scores_gemma":[0.00001259585,0.000004634669,0.00001534714,0.000003715158,8.087977e-7,0.000005648896,0.000003099933,0.9904942,0.0001329556,0.008718551,0.0006060468,0.000002539086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01376055,0.0002709116,0.9795073,0.0002485316,0.0001066246,0.00007987233,0.00007047888,0.0002895413,0.005666172],"genre_scores_gemma":[0.2579753,0.0003081449,0.7364603,0.0001754419,0.0000709398,0.000458956,0.0001585645,0.0002262459,0.004165995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007204803,"threshold_uncertainty_score":0.01432574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034706648380169,"score_gpt":0.3207694481947259,"score_spread":0.2860627998145568,"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."}}