{"id":"W2138030591","doi":"10.1115/mnhmt2009-18186","title":"Development of Electrohydrodynamic Micropumps With Micropillar Electrodes","year":2009,"lang":"en","type":"article","venue":"","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Electrohydrodynamics; Materials science; Electrode; Microchannel; Common emitter; Optoelectronics; Planar; Voltage; Micropump; Volumetric flow rate; Microfluidics; Nanotechnology; Electrical engineering; Mechanics; Engineering","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":[0.000046618,0.0001091253,0.000116538,0.00006100405,0.00003461913,0.00001148074,0.00006519734,0.00003243431,0.00003066514],"category_scores_gemma":[0.000002656817,0.00009150351,0.00001663709,0.0001776302,0.00001112296,0.0000724851,0.000001668484,0.00006217964,0.0000139232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000574496,"about_ca_system_score_gemma":0.00004428974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001003029,"about_ca_topic_score_gemma":0.00003949479,"domain_scores_codex":[0.9993868,0.000006129049,0.0002025167,0.00009336085,0.0001008598,0.0002102947],"domain_scores_gemma":[0.9998045,0.000007930965,0.00002525171,0.0000930439,0.00003684626,0.00003241448],"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":[0.00001344579,0.00001561544,0.00002129539,0.00001002893,0.00002002614,3.506468e-7,0.0003749416,0.001019946,0.9906067,0.0009387122,0.0001757874,0.006803127],"study_design_scores_gemma":[0.0002250378,0.0001255983,0.001704072,0.00001001343,0.000006611076,0.000006189858,0.00003000661,0.005312417,0.9915915,0.0001274032,0.0007105239,0.0001506713],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8527688,0.00008737384,0.1424042,0.00004655359,0.00001352797,0.00009213919,4.983079e-7,0.000172378,0.004414522],"genre_scores_gemma":[0.9237009,0.00002239928,0.07606848,0.00006234901,0.000007795647,0.000003534296,0.00002096791,0.00001156238,0.0001019561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07093216,"threshold_uncertainty_score":0.3731405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003317632609122589,"score_gpt":0.1803867730559838,"score_spread":0.1770691404468612,"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."}}