{"id":"W2008346880","doi":"10.1115/icmm2005-75062","title":"An Integrated Microfluidic Dielectrophoretic (DEP) Cell Fractionation System","year":2005,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dielectrophoresis; Microfluidics; Fractionation; Electric field; Materials science; Dielectric; Particle (ecology); Polarization (electrochemistry); Electrophoresis; Nanotechnology; Repeatability; Analytical Chemistry (journal); Optoelectronics; Chromatography; Chemistry; Physics","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":[0.0002187498,0.0004647762,0.0004523663,0.0002510965,0.0001996046,0.000473841,0.0006039724,0.0005233086,0.0005373138],"category_scores_gemma":[0.0001960893,0.0002856198,0.000253386,0.0001604964,0.0002338748,0.0003104146,0.0003741618,0.0004181166,0.000536249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003381551,"about_ca_system_score_gemma":0.0005133413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003537192,"about_ca_topic_score_gemma":0.000504629,"domain_scores_codex":[0.9997669,0.00001528048,0.00001394356,0.00009238063,0.00008312254,0.00002850128],"domain_scores_gemma":[0.9999005,0.00002720014,0.00001324545,0.00001513969,0.00002300001,0.00002094766],"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":[0.0000481948,0.00002669483,0.0002379112,0.00005991576,0.000008039003,0.00003513332,0.0000100079,0.0002789638,0.9895716,0.0002812555,0.0002124277,0.009229953],"study_design_scores_gemma":[0.00002607107,0.0002679362,0.00266379,0.000007794432,0.00005244782,0.0005809347,0.000008404113,0.006506737,0.9718502,0.0001456851,0.01785785,0.00003217318],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3623932,0.006208401,0.6196288,0.0007147404,0.0006525771,0.000593579,0.002051826,0.003237861,0.00451888],"genre_scores_gemma":[0.5124401,0.003184569,0.4737831,0.0006427784,0.0001971869,0.0004864966,0.001875729,0.00006140426,0.007328558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0006039724,"threshold_uncertainty_score":0.002453506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004287209717070872,"score_gpt":0.1836220317785174,"score_spread":0.1793348220614465,"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."}}