{"id":"W2165589555","doi":"10.1039/c2lc40759k","title":"Microfluidic diagnostic tool for the developing world: contactless impedance flow cytometry","year":2012,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Human Genome Research Institute; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Microfabrication; Microfluidics; Electrical impedance; Printed circuit board; Electrode; Cytometry; Electronics; Materials science; Nanotechnology; Biomedical engineering; Electrical engineering; Flow cytometry; Engineering; Fabrication; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002466591,0.0002013684,0.0001889952,0.0001257699,0.0001401969,0.00004450526,0.0002581922,0.0001017796,0.00001594247],"category_scores_gemma":[0.0003693743,0.0001413301,0.00007045423,0.0003584211,0.00005566929,0.00007526625,0.00005404689,0.0002015557,0.00009063094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009935974,"about_ca_system_score_gemma":0.00001714302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000414747,"about_ca_topic_score_gemma":0.000003839769,"domain_scores_codex":[0.9990564,0.00001453452,0.0001913502,0.0001465441,0.0001028266,0.0004883413],"domain_scores_gemma":[0.9984896,0.001085153,0.00002950591,0.0003336639,0.00002543769,0.00003664034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009269809,0.0001099425,0.01822064,0.000557253,0.0003208868,0.00001375088,0.0008900489,0.00004965878,0.323819,0.02166137,0.3807453,0.2535194],"study_design_scores_gemma":[0.0006658191,0.0000403226,0.02345789,0.0002751128,0.00005774152,0.00002239624,0.00014392,0.0007283143,0.5357783,0.0003324224,0.4378995,0.0005982375],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.853484,0.05420908,0.0861531,0.001171779,0.00208643,0.0007851081,0.00006756343,0.001488586,0.0005543981],"genre_scores_gemma":[0.9924048,0.003668139,0.002829467,0.0005372256,0.0002391915,0.00005754791,0.000007655239,0.00004423368,0.0002117746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2529212,"threshold_uncertainty_score":0.5763274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946588884143417,"score_gpt":0.2436643516846831,"score_spread":0.224198462843249,"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."}}