{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003949845,0.0003296175,0.0002268041,0.0003321214,0.0003027219,0.0004450722,0.0004886588,0.0004524711,0.0008328795],"category_scores_gemma":[0.0011601,0.0001965567,0.0002184692,0.0001863835,0.0007369786,0.0007843691,0.0004511704,0.0008852648,0.0003898903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867751,"about_ca_system_score_gemma":0.0001701751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006302263,"about_ca_topic_score_gemma":0.0003840527,"domain_scores_codex":[0.9997897,0.00004832071,0.000007777398,0.00005056583,0.00008473409,0.00001894603],"domain_scores_gemma":[0.9995177,0.0003100916,0.00004211986,0.00004479499,0.0000650533,0.00002027937],"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":[0.00005396464,0.00003086894,0.0006262008,0.0001263994,0.00001016287,0.0001839273,0.0001382175,0.005474587,0.9772314,0.005127817,0.00008695686,0.01090954],"study_design_scores_gemma":[0.0000183519,0.0004149149,0.004530125,0.00003349488,0.00002418745,0.001711094,0.0002656012,0.1511848,0.8106263,0.02290919,0.008223255,0.00005871061],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4169677,0.005276502,0.5603101,0.001160754,0.0001921093,0.00009554183,0.0001707678,0.0003321328,0.0154944],"genre_scores_gemma":[0.9343472,0.004011007,0.05512671,0.000255763,0.0001288547,0.00009074996,0.0002205475,0.0000491866,0.005770008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0008328795,"threshold_uncertainty_score":0.002786279,"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."}}