{"id":"W2007021951","doi":"10.1139/p08-085","title":"Numerical analysis of two-dimensional flow in an AC magneto-hydrodynamic micropump","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Physics","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Laminar flow; Lorentz force; Micropump; Magnetohydrodynamic drive; Mechanics; Flow (mathematics); Magnetohydrodynamics; Magneto; Magnetic field; Transient (computer programming); Hartmann number; Control volume; Voltage; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00008388291,0.0001180999,0.0003960037,0.0004082516,0.00004962422,0.000008693321,0.0001355722,0.00003633857,0.00005905084],"category_scores_gemma":[0.00001529209,0.0001196979,0.0001459474,0.0008278325,0.00007156697,0.0002021192,0.000005377313,0.0001856964,0.000005418565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763085,"about_ca_system_score_gemma":0.0002204981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009972719,"about_ca_topic_score_gemma":0.008230184,"domain_scores_codex":[0.9991168,0.00002950639,0.0003895834,0.00008175841,0.0001685212,0.0002138149],"domain_scores_gemma":[0.9992955,0.00004846753,0.00009361964,0.0001406208,0.0001685433,0.0002531988],"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":[0.000003283296,0.00001319613,0.03275651,0.000006240206,0.0002642331,0.00008230964,0.0007084455,0.9644046,0.000827543,0.00003257462,0.0001234543,0.0007776351],"study_design_scores_gemma":[0.0004723829,0.00004514894,0.120945,0.00001825477,0.0002299543,0.00002034155,0.00003891379,0.8774729,0.0003108273,0.0001881553,0.00009333887,0.0001647622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980458,0.000276517,0.001289843,0.0000253357,0.0001456562,0.00003132435,0.00002815335,0.000006846417,0.0001505279],"genre_scores_gemma":[0.998475,0.000005286922,0.001332322,0.00004008961,0.0001033954,4.417856e-7,0.00000936514,0.00001844796,0.00001566771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0881885,"threshold_uncertainty_score":0.4881139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514043249190564,"score_gpt":0.2327723812859525,"score_spread":0.2176319487940469,"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."}}