{"id":"W3049536733","doi":"10.1088/1361-6439/abaf34","title":"Induced-charge electrokinetics in microfluidics: a review on recent advancements","year":2020,"lang":"en","type":"review","venue":"Journal of Micromechanics and Microengineering","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Electrokinetic phenomena; Nanotechnology; Digital microfluidics; Electric field; Fluidics; Materials science; Engineering; Electrical engineering; Physics; Voltage; Electrowetting","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003829976,0.0007195298,0.002365782,0.0006630344,0.00002918793,0.00004404483,0.0004626803,0.0004033068,0.00001442811],"category_scores_gemma":[0.00009959254,0.0006230835,0.0003306931,0.0006830905,0.00001525754,0.00007529761,0.0001290373,0.001622297,0.00001743731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003936812,"about_ca_system_score_gemma":0.00009958771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.247564e-7,"about_ca_topic_score_gemma":2.298466e-7,"domain_scores_codex":[0.9974111,0.00003959356,0.001499787,0.0003158323,0.0002056555,0.0005280257],"domain_scores_gemma":[0.9990007,0.0000596252,0.000417184,0.0002908712,0.00008561634,0.0001460245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004877817,0.00003143308,5.530537e-8,0.02202077,0.0001511949,0.0001986975,0.00001712826,0.000001647509,0.08594344,0.000036793,0.005446519,0.8861474],"study_design_scores_gemma":[0.0002684383,0.0002239906,4.386461e-8,0.06827687,0.0002995688,0.0008467258,0.000007102268,0.00003832412,0.01189987,0.00001736212,0.9176421,0.0004796436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001264409,0.9977657,0.0006893316,0.0001090699,0.0006737976,0.0004802429,0.0000343683,0.0001040915,0.00001698877],"genre_scores_gemma":[0.00003041446,0.9986154,0.0009216616,0.0001296219,0.0001285079,0.000007801911,0.00001395341,0.0001438214,0.000008785266],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9121956,"threshold_uncertainty_score":0.999622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02606235408577044,"score_gpt":0.2628877094339545,"score_spread":0.2368253553481841,"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."}}