{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008371426,0.0001486904,0.0003653055,0.00008314178,0.00002907702,0.00002986492,0.0001981645,0.0001008148,0.00005837857],"category_scores_gemma":[0.00008307015,0.0001354931,0.0001611478,0.0002474601,0.00001597525,0.00009557708,0.00003067487,0.0002571062,0.00001117684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082384,"about_ca_system_score_gemma":0.00004741225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.200277e-7,"about_ca_topic_score_gemma":0.000002775967,"domain_scores_codex":[0.9986175,0.00001319993,0.0007203323,0.0001290818,0.0002600031,0.0002598845],"domain_scores_gemma":[0.9991377,0.0002656465,0.00007752073,0.0002610346,0.0001297788,0.0001282916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002601338,0.00007975814,0.000006880477,0.0004890668,0.0002588092,0.00002417626,0.0004707073,0.09174952,0.7455716,0.1536956,0.00226809,0.005125604],"study_design_scores_gemma":[0.0004645437,0.0001031331,0.000006508112,0.00007785075,0.0001089098,0.00002468419,0.00008488228,0.9110993,0.06954108,0.01678534,0.001575573,0.0001281929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5798766,0.00136269,0.4165479,0.0001112997,0.0009983135,0.000443399,0.00008547535,0.0001488998,0.0004254112],"genre_scores_gemma":[0.9654639,0.0002111595,0.03410702,0.00001983728,0.0001330493,0.00001122806,0.000006458195,0.00004349965,0.000003874221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8193498,"threshold_uncertainty_score":0.5525247,"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."}}