{"id":"W4385624774","doi":"10.1109/nemo56117.2023.10202267","title":"Dielectrophoresis Characterization of Particles and Cells using Imaging Flow Cytometry","year":2023,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Dielectrophoresis; Microfluidics; Materials science; Dielectric; Multiphysics; Characterization (materials science); Electric field; Particle (ecology); Polystyrene; Chinese hamster ovary cell; Tracking (education); Nanotechnology; Optoelectronics; Chemistry; Physics; Composite material; Finite element method; Polymer","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":[0.0005431815,0.0004150354,0.0004227643,0.001018292,0.0005253955,0.0009502736,0.0004263344,0.0007951932,0.001281853],"category_scores_gemma":[0.0008273291,0.0002070294,0.0001913289,0.0004517187,0.0005183546,0.0005898673,0.0004259873,0.0006182793,0.0006382059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000553656,"about_ca_system_score_gemma":0.0005150918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006265342,"about_ca_topic_score_gemma":0.0006714819,"domain_scores_codex":[0.9996285,0.00002506085,0.0000334666,0.0001353318,0.0001392189,0.00003833551],"domain_scores_gemma":[0.9996,0.0001558628,0.00006639619,0.00003637982,0.0001018232,0.00003969223],"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":[0.00003165693,0.00003267675,0.0005404362,0.00004046563,0.000003608217,0.00003152073,0.00003530774,0.0003013698,0.9917822,0.0005596569,0.0001029464,0.006538131],"study_design_scores_gemma":[0.00001285149,0.0000786269,0.001623122,0.000008561579,0.000006720952,0.00009997572,0.0000265757,0.008815812,0.9857785,0.0004540177,0.003081687,0.00001372822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4909099,0.002442214,0.4966786,0.0006288444,0.0002660211,0.0007845121,0.001978922,0.001188659,0.005122286],"genre_scores_gemma":[0.5332198,0.002298912,0.4551151,0.000557913,0.000101976,0.001198264,0.001554372,0.0001800909,0.005773494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001281853,"threshold_uncertainty_score":0.004288256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009736016552400322,"score_gpt":0.1952176102817869,"score_spread":0.1854815937293866,"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."}}