{"id":"W4244865865","doi":"10.1109/iembs.2006.4397435","title":"Aspects of Nonlinear Dielectric Spectroscopy of Biological Cell Suspensions","year":2006,"lang":"en","type":"article","venue":"Conference proceedings","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Dielectric; Nonlinear system; Electric field; Dielectric spectroscopy; Spectroscopy; Biological system; Conductivity; Electrolyte; Materials science; Suspension (topology); Field (mathematics); Optoelectronics; Computational physics; Electronic engineering; Chemical physics; Molecular physics; Chemistry; Physics; Mathematics; Engineering; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006254739,0.00014328,0.0002645564,0.000129065,0.00002542505,0.00001235721,0.0001956624,0.0001557873,0.00003595171],"category_scores_gemma":[0.00004212527,0.0001172969,0.00005122278,0.0003372097,0.0001654339,0.00004378086,0.00005176981,0.0001553435,0.000008517219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002040722,"about_ca_system_score_gemma":0.00002641618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002239059,"about_ca_topic_score_gemma":0.000001574011,"domain_scores_codex":[0.9992419,0.00000184329,0.000259689,0.0001609852,0.00009583676,0.0002397862],"domain_scores_gemma":[0.99963,0.0000220349,0.00007184751,0.0000898927,0.0001624393,0.00002379347],"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":[0.000005688943,0.00003952819,0.002399094,0.00005449773,0.000004255654,0.000001182645,0.00003119975,0.000001387146,0.9850595,0.00987162,0.002304577,0.0002274642],"study_design_scores_gemma":[0.0001320644,0.0001341955,0.001775195,0.00004062952,0.00001023265,0.000005055126,0.0001062974,0.00174801,0.990431,0.004987708,0.0004993911,0.0001302949],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651428,0.0007753423,0.000971767,0.00005000514,0.00005112788,0.0001054382,0.000005094211,0.0003476624,0.03255079],"genre_scores_gemma":[0.9943325,0.0004966306,0.005075029,0.000004069337,0.00003402716,0.000001949318,0.000004451232,0.00001147434,0.0000398986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03251089,"threshold_uncertainty_score":0.478323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167375254251872,"score_gpt":0.2105332851743494,"score_spread":0.1937957597491622,"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."}}