{"id":"W3035538557","doi":"10.3390/mi11060590","title":"Recent Advances in Monitoring Cell Behavior Using Cell-Based Impedance Spectroscopy","year":2020,"lang":"en","type":"review","venue":"Micromachines","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Dielectric spectroscopy; Cell; Viability assay; Electrical impedance; Nanotechnology; Motility; Cell adhesion; Biomedical engineering; Materials science; Chemistry; Biophysics; Biology; Cell biology; Medicine; Engineering; Biochemistry; Electrochemistry; Electrode; Electrical engineering","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":[0.0007090438,0.001037548,0.001180792,0.002714857,0.0002654491,0.0009886755,0.0007466983,0.0009620838,0.002872237],"category_scores_gemma":[0.0006707838,0.0003965262,0.0005909948,0.002991401,0.000396048,0.001457695,0.0007533356,0.001375903,0.002441525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000468218,"about_ca_system_score_gemma":0.0006992522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008019136,"about_ca_topic_score_gemma":0.0009530286,"domain_scores_codex":[0.9997348,0.00003328652,0.00002757126,0.00006470161,0.0001159573,0.00002368851],"domain_scores_gemma":[0.999638,0.000174447,0.00004478406,0.0000128309,0.0001043383,0.00002552653],"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":[0.00005207042,0.0001113659,0.0002191515,0.02192291,0.0000797171,0.0001929876,0.00009399887,0.0008252978,0.01591714,0.006854476,0.01383867,0.9398922],"study_design_scores_gemma":[0.000008578199,0.0001311104,0.0006828461,0.001574867,0.0001167093,0.0009162184,0.00007432253,0.0003643197,0.005581999,0.00282478,0.9876796,0.00004468084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000396992,0.9958053,0.001160826,0.0002258753,0.0001985586,0.000008605331,0.0000325851,0.0000224334,0.002148882],"genre_scores_gemma":[0.001399943,0.9964323,0.000857565,0.0001381762,0.0001347442,0.00001212817,0.00005343383,0.00000324552,0.0009683977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002872237,"threshold_uncertainty_score":0.009608567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780461558060009,"score_gpt":0.3047002498464942,"score_spread":0.2768956342658941,"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."}}