{"id":"W7043717457","doi":"","title":"Two-Fluid Modeling of Dilute and Dense Liquid-Particle Flows","year":2024,"lang":"en","type":"article","venue":"University Library (University of Saskatchewan)","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Turbulence modeling; K-epsilon turbulence model; Context (archaeology); Solver; K-omega turbulence model; Multiphase flow; Flow (mathematics); Pipe flow","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0000783193,0.0001584998,0.0002489465,0.000212505,0.00008976627,0.00001852205,0.0003141837,0.00009885936,0.0001413296],"category_scores_gemma":[0.000003129469,0.000225621,0.0001138676,0.0004770037,0.0001581028,0.001466903,0.0002701269,0.0001736665,0.00002291644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005264826,"about_ca_system_score_gemma":0.00008018628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002506421,"about_ca_topic_score_gemma":0.0002309828,"domain_scores_codex":[0.9991847,0.00003750984,0.0001282652,0.0002506532,0.0001530671,0.0002458281],"domain_scores_gemma":[0.9994599,0.00007118368,0.00002173736,0.0002653589,0.00002699921,0.0001548174],"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":[0.001050672,0.0002029129,0.003946031,0.001588268,0.001070301,0.00136609,0.08469025,0.6700514,0.2184129,0.01207126,0.001103107,0.004446821],"study_design_scores_gemma":[0.0005239547,0.00006314713,0.00008382317,0.0001025325,0.00009379581,0.000007921937,0.0213994,0.973833,0.002901983,0.0002233286,0.0005483522,0.000218721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873553,0.0005684001,0.009368318,0.0001601839,0.0001367972,0.0001044592,0.0001026955,0.0004612423,0.001742595],"genre_scores_gemma":[0.992429,0.0002698245,0.006363701,0.000007515905,0.0000210127,2.455553e-8,0.0000115427,0.00002734693,0.0008700695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3037817,"threshold_uncertainty_score":0.9200559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007061086018945768,"score_gpt":0.1655404780097186,"score_spread":0.1584793919907728,"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."}}