{"id":"W2088243859","doi":"10.1115/icnmm2011-58305","title":"Electrokinetic Microfluidics and Biomedical Lab-on-a-Chip Devices","year":2011,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Electrokinetic phenomena; Microfluidics; Lab-on-a-chip; Chip; Nanotechnology; Materials science; Microfluidic chip; Computer science","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":[0.00006790613,0.0001422771,0.000127907,0.0001098868,0.00003694168,0.00001512209,0.0001260878,0.0001487616,0.00009429477],"category_scores_gemma":[0.00001664653,0.0001089405,0.00002253112,0.0001396789,0.0001397623,0.00002859274,0.00004283243,0.0001467208,0.00007389035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001363059,"about_ca_system_score_gemma":0.000006579954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969852,"about_ca_topic_score_gemma":0.000002703874,"domain_scores_codex":[0.999368,0.000007305189,0.0001346837,0.0001537957,0.00007835538,0.0002578708],"domain_scores_gemma":[0.9997184,0.00002433279,0.00001003211,0.0001763304,0.00001223807,0.00005864369],"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":[0.00001167777,0.00004856791,0.001117282,0.00005810352,0.00004643954,0.00002628026,0.0001717468,9.33312e-8,0.8850455,0.004622432,0.0715002,0.03735165],"study_design_scores_gemma":[0.0002296169,0.0001939231,0.003417513,0.00003019889,0.00001805821,0.00005738755,0.0001549059,0.0002007615,0.9287797,0.0009331556,0.06571934,0.0002654781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774764,0.004549182,0.002893815,0.0002029847,0.0001694874,0.00008574906,0.000004137553,0.001507943,0.01311027],"genre_scores_gemma":[0.9944501,0.001603587,0.003599174,0.0001659027,0.0000347131,0.000002033822,0.000003217262,0.00001982777,0.0001214308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04373414,"threshold_uncertainty_score":0.4442465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654381708181453,"score_gpt":0.1917789378134122,"score_spread":0.1752351207315977,"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."}}