{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00106493,0.0009105834,0.0008419253,0.001668359,0.000559421,0.002389437,0.001322326,0.001941796,0.003821006],"category_scores_gemma":[0.001364389,0.0006999296,0.0004629989,0.0019221,0.002534242,0.002685761,0.001698286,0.002314098,0.002526072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088522,"about_ca_system_score_gemma":0.0008656502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000453281,"about_ca_topic_score_gemma":0.0003552145,"domain_scores_codex":[0.9979162,0.0003238188,0.0001462831,0.0003908203,0.001104327,0.0001185036],"domain_scores_gemma":[0.9994376,0.0002086187,0.00009114729,0.00006638655,0.0001456952,0.00005052119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001496016,0.0001879519,0.0007428565,0.003865318,0.00007698414,0.0006431435,0.0004717078,0.004077157,0.1196619,0.3418101,0.03841038,0.4899028],"study_design_scores_gemma":[0.00003551244,0.0002318776,0.0009524642,0.0004744892,0.00003158335,0.002205532,0.0001211604,0.006196086,0.07139826,0.04939609,0.8688334,0.0001235129],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007488491,0.4494897,0.4619248,0.006822892,0.006201086,0.0004209375,0.000350407,0.001740457,0.06556134],"genre_scores_gemma":[0.1044375,0.3572691,0.4426965,0.008181935,0.005773067,0.001237291,0.0007389187,0.0002685651,0.07939723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003821006,"threshold_uncertainty_score":0.01278257,"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."}}