{"id":"W2093732737","doi":"10.1115/imece2002-32090","title":"An Efficient CFD Model for Air/Particle Saltating Flows","year":2002,"lang":"en","type":"article","venue":"","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computational fluid dynamics; Mechanics; Air entrainment; Generality; Materials science; Computer science; Physics","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":[0.0001547198,0.0001348539,0.0001241171,0.00003313808,0.00008126909,0.00002969473,0.0001645591,0.00005193922,0.00008411237],"category_scores_gemma":[0.00003536569,0.000139292,0.00005331783,0.0001243989,0.00001650367,0.0001191163,0.00001663698,0.00007814894,0.000128363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006789748,"about_ca_system_score_gemma":0.000003386664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002366969,"about_ca_topic_score_gemma":0.00002898156,"domain_scores_codex":[0.9990082,0.000009510222,0.000236103,0.000194657,0.0001307424,0.0004207464],"domain_scores_gemma":[0.9994341,0.00005923333,0.0000114114,0.0003196055,0.00003582858,0.0001398716],"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":[0.000002359676,0.00005591589,0.00006205914,0.00001627367,0.000009046283,8.043838e-7,0.0005507236,0.9504584,0.04206137,0.003221293,0.0003702851,0.003191483],"study_design_scores_gemma":[0.000378042,0.00002745049,0.00004567003,0.000004634197,0.000009511742,0.000001783547,0.00003449035,0.9943084,0.004777366,0.0001647175,0.00005415884,0.0001938163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6569841,0.00005268169,0.3404433,0.00003051756,0.0001152647,0.000165016,0.000009272406,0.0005397056,0.001660158],"genre_scores_gemma":[0.9443228,0.000003814256,0.05517267,0.00008190987,0.00005362483,0.00007116172,0.00000299279,0.00005105843,0.0002399801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2873387,"threshold_uncertainty_score":0.5680163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511754815808289,"score_gpt":0.2437628899301588,"score_spread":0.218645341772076,"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."}}