{"id":"W4410359939","doi":"10.3390/fluids10050130","title":"Steady Particulate Taylor-Couette Flow with Particle Migration","year":2025,"lang":"en","type":"article","venue":"Fluids","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Particulates; Taylor–Couette flow; Particle (ecology); Flow (mathematics); Mechanics; Couette flow; Environmental science; Geology; Physics; Oceanography; Chemistry","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":[0.0001456672,0.0001748142,0.0001663581,0.00005691107,0.00007486241,0.00006716076,0.000147024,0.00007160912,0.00005492159],"category_scores_gemma":[0.00002577008,0.0001608946,0.00004125853,0.0004358824,0.00005214491,0.0001917926,0.00002906058,0.0001383615,0.0002178653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011645,"about_ca_system_score_gemma":0.00001755898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008469184,"about_ca_topic_score_gemma":0.00008959637,"domain_scores_codex":[0.9989641,0.00002682784,0.0002449645,0.0002089863,0.0001736731,0.0003814443],"domain_scores_gemma":[0.9994025,0.00004220963,0.00001089175,0.0004112041,0.00005118541,0.00008199378],"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":[0.00008233301,0.0001143052,0.04516514,0.0001275692,0.0003006833,0.00004904279,0.0008020657,0.5216067,0.39757,0.0100407,0.01163213,0.01250932],"study_design_scores_gemma":[0.0004918025,0.00003393136,0.008834261,0.00003012728,0.00004353618,0.000003084782,0.00002812658,0.9430395,0.04391741,0.0002343673,0.003153539,0.0001903003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546424,0.0002446905,0.04067905,0.0003202602,0.000386894,0.0001870301,0.000008941162,0.0005731487,0.002957621],"genre_scores_gemma":[0.9967394,0.00001774463,0.00237197,0.0001458427,0.00005399034,0.00007516634,0.00001259934,0.00003164801,0.00055163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4214328,"threshold_uncertainty_score":0.6561093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006343179168660903,"score_gpt":0.2122475723424963,"score_spread":0.2059043931738354,"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."}}