{"id":"W2038739027","doi":"10.1063/1.2335846","title":"Modeling electroosmotic and pressure-driven flows in porous microfluidic devices: Zeta potential and porosity changes near the channel walls","year":2006,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Porosity; Porous medium; Zeta potential; Electro-osmosis; Microfluidics; Flow (mathematics); Fluid dynamics; Materials science; Scaling; Open-channel flow; Thermodynamics; Chemistry; Physics; Geometry; Nanotechnology; Composite material; Mathematics; Chromatography","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":[0.0003476862,0.0003938302,0.0003997708,0.0003427643,0.0003295342,0.0007719694,0.0006881317,0.001158171,0.0002293444],"category_scores_gemma":[0.0009670804,0.0003460225,0.0005501356,0.0002265059,0.000622517,0.000798518,0.0005298856,0.0003283128,0.00006660852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006650184,"about_ca_system_score_gemma":0.0008692071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002143535,"about_ca_topic_score_gemma":0.001285422,"domain_scores_codex":[0.9998702,0.00002679865,0.000007734096,0.00002417849,0.00004573379,0.0000252928],"domain_scores_gemma":[0.999716,0.0001750204,0.00004491729,0.00001394686,0.00003386214,0.00001622613],"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":[0.00002738791,0.00003230376,0.0005872823,0.00005777184,0.0000114599,0.0001123773,0.00004867388,0.959701,0.02443746,0.009405118,0.00007540749,0.005503829],"study_design_scores_gemma":[0.000006289714,0.0000116279,0.0001033385,0.000002877977,0.00000398287,0.00002170701,0.000007891679,0.9947401,0.00361097,0.001248967,0.00023535,0.0000068464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2959106,0.00084902,0.6984239,0.0002465747,0.00004144465,0.00007717565,0.00008668035,0.0002067748,0.004157791],"genre_scores_gemma":[0.9275686,0.0009371942,0.0684296,0.00004278743,0.00003059245,0.0001442101,0.00005876595,0.00003767661,0.002750572],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002143535,"threshold_uncertainty_score":0.004825115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005907390358246121,"score_gpt":0.183295456672695,"score_spread":0.1773880663144489,"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."}}