{"id":"W2033606624","doi":"10.1109/tia.2010.2074170","title":"Numerical Models for AC Electroosmotic Micropumps","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Microchannel; Mechanics; Poisson's equation; Electric field; Finite element method; Dielectric; Debye length; Momentum (technical analysis); Debye; Electric potential; Materials science; Physics; Electronic engineering; Thermodynamics; Ion; Electrical engineering; Engineering; Voltage; Condensed matter physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005079074,0.0001685095,0.000134842,0.0001143402,0.0002253027,0.00002993999,0.0002221987,0.0005875442,0.00004590054],"category_scores_gemma":[0.000001982439,0.0001734253,0.00008747888,0.0003064888,0.00008332945,0.00009353051,6.768566e-7,0.001159215,0.00006165291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004456113,"about_ca_system_score_gemma":0.00003004502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006933959,"about_ca_topic_score_gemma":0.000006194048,"domain_scores_codex":[0.9992189,0.000004722403,0.0001940882,0.0002263472,0.00007142986,0.0002845024],"domain_scores_gemma":[0.9993612,0.00006332549,0.00002155845,0.0004344261,0.00004603085,0.0000735261],"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":[0.00001271499,0.0002379688,0.000003575325,0.00004254604,0.00007346343,5.553659e-7,0.00003899342,0.0497702,0.8543181,0.004162284,0.007888238,0.08345138],"study_design_scores_gemma":[0.0002507475,0.00004333021,0.000009625365,0.0000092079,0.00005173211,0.00003319121,0.00004142574,0.05137218,0.9033655,0.004131538,0.04038125,0.0003102752],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01812446,0.00003728537,0.9786245,0.0006313107,0.0002242714,0.0005167464,0.00007924438,0.001159189,0.0006030303],"genre_scores_gemma":[0.9887474,0.00004010844,0.01004388,0.00008772373,0.00007536563,0.0006717315,0.000008173057,0.0000402659,0.0002853435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.970623,"threshold_uncertainty_score":0.7072079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153450419950282,"score_gpt":0.2306390967610985,"score_spread":0.2152940547660703,"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."}}