{"id":"W4401893534","doi":"10.1038/s41378-024-00750-0","title":"On-chip dielectrophoretic single-cell manipulation","year":2024,"lang":"en","type":"review","venue":"Microsystems & Nanoengineering","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Dielectrophoresis; Microfluidics; Lab-on-a-chip; Nanotechnology; Chip; Computer science; Materials 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":[0.0003830876,0.001073765,0.001105704,0.001537935,0.000205097,0.0008125443,0.0009643744,0.0009210751,0.001954548],"category_scores_gemma":[0.0002713558,0.0003728914,0.0003544923,0.001655396,0.000326274,0.001099577,0.0005610575,0.0009448045,0.002725629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003649039,"about_ca_system_score_gemma":0.0004408731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004258576,"about_ca_topic_score_gemma":0.0005380233,"domain_scores_codex":[0.999787,0.00001652783,0.00001289739,0.00005548796,0.0001053899,0.00002276227],"domain_scores_gemma":[0.9998983,0.00003667351,0.00001451879,0.000006220976,0.00003544509,0.000008777727],"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":[0.00004201829,0.0001197,0.0001387365,0.01118203,0.00006756056,0.000201687,0.00005236531,0.001152334,0.04853898,0.01113561,0.02009057,0.9072785],"study_design_scores_gemma":[0.000008374015,0.0001148191,0.0003788771,0.0007718007,0.00005670026,0.0007770951,0.0000291419,0.0008020424,0.02413085,0.001916987,0.9709792,0.00003408896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001173545,0.9858004,0.005490063,0.0002681784,0.0004273036,0.00003202314,0.00007817086,0.00008598121,0.006644238],"genre_scores_gemma":[0.005108173,0.9839505,0.004311057,0.0002619817,0.0001647241,0.00004891394,0.0001443455,0.000009772008,0.006000485],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001954548,"threshold_uncertainty_score":0.00653863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413677414127874,"score_gpt":0.227661506933897,"score_spread":0.2035247327926183,"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."}}