{"id":"W3175677462","doi":"10.1002/elps.202100029","title":"Sheath‐assisted versus sheathless dielectrophoretic particle separation","year":2021,"lang":"en","type":"article","venue":"Electrophoresis","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dielectrophoresis; Separator (oil production); Ternary operation; Throughput; Nanotechnology; Materials science; Electrode; Particle (ecology); Chromatography; Chemistry; Microfluidics; Computer science; Telecommunications; Physics","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":[0.00006620563,0.0002150444,0.0002323814,0.0000602138,0.0001252698,0.00007372935,0.0001481955,0.0001694373,0.0001333501],"category_scores_gemma":[0.00007291917,0.0002144255,0.00009520416,0.0006372877,0.00006668754,0.00006415773,0.0000399058,0.0002302841,0.00008498304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001922394,"about_ca_system_score_gemma":0.0000617781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000961571,"about_ca_topic_score_gemma":0.00003053811,"domain_scores_codex":[0.9987054,0.00003886489,0.0002312012,0.0002954507,0.0001829873,0.0005461046],"domain_scores_gemma":[0.9993534,0.00005790513,0.00002054312,0.0004191329,0.00007872407,0.00007027164],"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":[0.0000710653,0.00003397831,0.00007321316,0.0000180879,0.00006074103,0.00008037641,0.00004381697,0.00004173947,0.9726948,0.001102347,0.01563911,0.01014073],"study_design_scores_gemma":[0.0004895795,0.0001386844,0.001240715,0.00001418314,0.00005253988,0.0000424804,0.00005781535,0.002857321,0.9841854,0.0002890345,0.01035397,0.0002783035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774673,0.01460358,0.00293429,0.0003799497,0.0003893924,0.000103983,0.00000530137,0.001215145,0.002901068],"genre_scores_gemma":[0.9947772,0.003772788,0.000955664,0.00004009265,0.00008700136,0.0000169863,0.00002749288,0.00004183078,0.0002809154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01730993,"threshold_uncertainty_score":0.874402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407764026227287,"score_gpt":0.2375718606248315,"score_spread":0.2234942203625586,"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."}}