{"id":"W2155471966","doi":"10.1016/j.jcis.2011.08.070","title":"Control of flow rate and concentration in microchannel branches by induced-charge electrokinetic flow","year":2011,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Microchannel; Electrokinetic phenomena; Volumetric flow rate; Microfluidics; Flow (mathematics); Mechanics; Flow control (data); Electric field; Analytical Chemistry (journal); Materials science; Mixing (physics); Vortex; Chemistry; Nanotechnology; Chromatography; Physics; Engineering","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":[0.0003480464,0.00007836572,0.0001673099,0.00008296213,0.00003686533,0.00002287493,0.0001248823,0.0000327856,0.00001887396],"category_scores_gemma":[0.00002119057,0.00006753473,0.00001755678,0.0002265082,0.0001223604,0.0002114679,0.000009241776,0.0001203304,6.895581e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003029777,"about_ca_system_score_gemma":0.0000609793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005285143,"about_ca_topic_score_gemma":0.000001348138,"domain_scores_codex":[0.9993575,0.00001605418,0.0002790866,0.000089142,0.00009743604,0.0001608315],"domain_scores_gemma":[0.9996778,0.00001916282,0.00008710595,0.00005588464,0.00009213241,0.00006790985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003075742,0.00001666071,0.0001276571,0.0000107291,0.000007158461,1.524378e-7,0.0005194608,0.00001610088,0.9978631,0.0000670707,0.0009227744,0.000418386],"study_design_scores_gemma":[0.0004742864,0.0002110811,0.0007818507,0.00003722479,0.000008583756,0.00002462028,0.00007533158,0.006733788,0.9909747,0.00008625873,0.0005252977,0.00006695795],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701398,0.02093814,0.008545546,0.00004348409,0.00006022855,0.00009034885,0.000004706345,0.000004253532,0.0001734639],"genre_scores_gemma":[0.9894485,0.01038876,0.000106681,0.00002425172,0.00001277553,0.000001980821,1.576025e-7,0.000004892405,0.00001196075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01930872,"threshold_uncertainty_score":0.2753986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006117924806903595,"score_gpt":0.1933710149737172,"score_spread":0.1872530901668136,"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."}}