{"id":"W4401172862","doi":"10.1115/1.4066089","title":"Stability of Plane Parallel Flow Revisited for Particle–Fluid Suspensions","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Mechanics","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stokes number; Reynolds number; Particle (ecology); Newtonian fluid; Mechanics; Particle-laden flows; Physics; Compressibility; Plane (geometry); Work (physics); Suspension (topology); Inclined plane; Stokes flow; Flow (mathematics); Classical mechanics; Fluid dynamics; Two-phase flow; Thermodynamics; Mathematics; Geometry; Turbulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007020185,0.0007144841,0.0006474865,0.001192834,0.0007164932,0.001081397,0.0008859611,0.001360698,0.001125336],"category_scores_gemma":[0.001448927,0.0002118389,0.0008982782,0.000316459,0.001612014,0.00119606,0.0009511712,0.0008665762,0.0002887479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009491538,"about_ca_system_score_gemma":0.0005888913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001838602,"about_ca_topic_score_gemma":0.0003408031,"domain_scores_codex":[0.999616,0.0001018765,0.00001348545,0.00007011765,0.0001492554,0.00004915542],"domain_scores_gemma":[0.9995729,0.0001164927,0.0001205859,0.00004171706,0.0001058929,0.00004232074],"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":[0.0001333736,0.00006516129,0.001785986,0.0000995076,0.00005024194,0.0005269126,0.0002389633,0.5446197,0.04641932,0.3964106,0.0009682993,0.008681849],"study_design_scores_gemma":[0.000004067326,0.0000273141,0.0001574885,0.000003285815,0.000002509335,0.00004376259,0.00001165698,0.9832397,0.001404603,0.01461142,0.0004866191,0.000007615903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2964929,0.00129297,0.6851183,0.0009510323,0.0002917335,0.0001529819,0.0001299236,0.00022729,0.01534285],"genre_scores_gemma":[0.9757479,0.0005707226,0.01840449,0.0001267599,0.0001248971,0.00009003139,0.00008203168,0.00003348451,0.004819633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001838602,"threshold_uncertainty_score":0.006886661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914930620016327,"score_gpt":0.240612483277714,"score_spread":0.2214631770775507,"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."}}