{"id":"W2098847290","doi":"10.1109/08ias.2008.93","title":"Numerical Models for AC Electro-Osmotic Micropumps","year":2008,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Microchannel; Electric field; Poisson's equation; Mechanics; Dielectric; Finite element method; Debye; Debye length; Momentum (technical analysis); Electric potential; Materials science; Classical mechanics; Physics; Thermodynamics; Ion; Mathematical analysis; Mathematics; Electrical engineering; Engineering; Condensed matter physics; Voltage; Optoelectronics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005711248,0.0007621301,0.0007002692,0.0007843774,0.0006998622,0.001182046,0.001577696,0.002720311,0.003527206],"category_scores_gemma":[0.002386839,0.0004032522,0.0007963846,0.0007302883,0.0008697307,0.001017016,0.0009089187,0.0008320271,0.0007776342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009898861,"about_ca_system_score_gemma":0.0009750238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005151494,"about_ca_topic_score_gemma":0.002184611,"domain_scores_codex":[0.9996843,0.00006575938,0.00002565761,0.00005164074,0.0001387483,0.00003392701],"domain_scores_gemma":[0.9991354,0.0004145179,0.0001000853,0.00005368559,0.0002524631,0.00004382939],"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":[0.00002347794,0.00003303971,0.0002928984,0.00009983175,0.0000121488,0.000111758,0.00008968449,0.9502468,0.005764353,0.03724166,0.0005414729,0.005542895],"study_design_scores_gemma":[0.000004573721,0.00000587651,0.00003160056,0.00000446763,0.000002094753,0.00001856715,0.0000074678,0.996618,0.0003599078,0.001937685,0.001005816,0.000004059549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0324151,0.001363757,0.9427413,0.0006222916,0.0002718518,0.0001454209,0.0002821433,0.0004179741,0.02174015],"genre_scores_gemma":[0.6375411,0.002704907,0.302286,0.0004975234,0.0002580118,0.001373396,0.0007524684,0.0003267404,0.05425984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005151494,"threshold_uncertainty_score":0.01179963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362291777290394,"score_gpt":0.1976364385119188,"score_spread":0.1840135207390149,"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."}}