{"id":"W2020266520","doi":"10.1016/j.euromechflu.2007.07.001","title":"Simulation of particles in fluid: a two-dimensional benchmark for a cylinder settling in a wall-bounded box","year":2007,"lang":"en","type":"article","venue":"European Journal of Mechanics - B/Fluids","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Bounded function; Settling; Benchmark (surveying); Cylinder; Mechanics; Materials science; Mathematics; Physics; Geometry; Mathematical analysis; Geology; Thermodynamics","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":[0.004002365,0.000189769,0.0004039645,0.0004503205,0.0000440072,0.00002481083,0.0001689615,0.00004404893,0.00001632548],"category_scores_gemma":[0.0004360427,0.0001854547,0.0001394788,0.0003534126,0.00001704407,0.0002515365,0.00004968506,0.0002391211,0.000004906069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440989,"about_ca_system_score_gemma":0.00003541199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002442474,"about_ca_topic_score_gemma":0.00002097614,"domain_scores_codex":[0.9976096,0.0001402595,0.001373871,0.0001464389,0.0003935157,0.0003363526],"domain_scores_gemma":[0.9985347,0.0006991634,0.0002291996,0.0001507331,0.000295748,0.00009045594],"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":[0.0002009831,0.00006932332,0.0003859735,0.00004784128,0.00007668174,0.00006718354,0.001278115,0.9614671,0.03328798,0.0008099185,0.00003994112,0.002268984],"study_design_scores_gemma":[0.003636035,0.0001846845,0.002822652,0.0002597628,0.00004688425,0.00001393157,0.0002291718,0.984426,0.005436686,0.002455683,0.000277091,0.0002114466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7882922,0.000663139,0.210315,0.00005612433,0.0002755312,0.0001975776,0.000004614534,0.00002626581,0.0001694668],"genre_scores_gemma":[0.9846648,0.0000146849,0.0150465,0.00007186384,0.0001339048,0.000001204497,0.000003109881,0.00005691683,0.000007049171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1963725,"threshold_uncertainty_score":0.7562622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02864366583139506,"score_gpt":0.2796520942703404,"score_spread":0.2510084284389454,"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."}}