{"id":"W2761844396","doi":"10.1063/1.4996191","title":"Surface-conduction enhanced dielectrophoretic-like particle migration in electric-field driven fluid flow through a straight rectangular microchannel","year":2017,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"China Scholarship Council; National Science Foundation","keywords":"Electrokinetic phenomena; Microchannel; Electric field; Mechanics; Lift (data mining); Physics; Particle (ecology); Electrohydrodynamics; Electro-osmosis; Nanofluidics; Electrophoresis; Surface charge; Microfluidics; Dielectric; Nanotechnology; Materials science; Thermodynamics; Optoelectronics; Chemistry; Chromatography","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":[0.0002094998,0.0002541416,0.0002298509,0.0002328611,0.0001673831,0.0003211036,0.0002785799,0.0003214978,0.0004948826],"category_scores_gemma":[0.0002602152,0.0001719579,0.0001542873,0.0001253349,0.0004564695,0.0003148405,0.000188042,0.0002563625,0.0001497755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002831214,"about_ca_system_score_gemma":0.0002564295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005747497,"about_ca_topic_score_gemma":0.0005170425,"domain_scores_codex":[0.9998876,0.00001878985,0.000005912196,0.00003152512,0.00002824737,0.00002791764],"domain_scores_gemma":[0.9998605,0.00005633125,0.00004098729,0.000006742801,0.00001607737,0.00001927554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003709353,0.00002115908,0.0001639502,0.00003839036,0.000002954799,0.00006655006,0.00005061254,0.0003153251,0.9979731,0.0002353348,0.00002166093,0.001073748],"study_design_scores_gemma":[0.000035842,0.000142845,0.002003812,0.000004299734,0.000004854844,0.000110402,0.00003910007,0.009007111,0.9880832,0.00009433184,0.0004619858,0.00001232457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959421,0.0002428991,0.003287368,0.00003827549,0.00001082229,0.00001302655,0.00002149345,0.00003730525,0.0004067672],"genre_scores_gemma":[0.9949622,0.0001888632,0.004235476,0.00002797558,0.000004873404,0.000014928,0.000023094,0.000005212994,0.0005374212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005747497,"threshold_uncertainty_score":0.002054214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518175291436815,"score_gpt":0.2322254904978189,"score_spread":0.2170437375834507,"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."}}