{"id":"W4238636996","doi":"10.1007/978-94-017-9780-1_339","title":"Single-Cell Impedance Spectroscopy","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Toronto","funders":"","keywords":"Dielectric spectroscopy; Materials science; Spectroscopy; Chemistry; Physics; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000326117,0.0003494643,0.0002912041,0.0001063563,0.00002711138,0.00002427601,0.0002258093,0.0005014831,0.0007311423],"category_scores_gemma":[0.000004240294,0.0002574736,0.0001070868,0.00001362752,0.0001058042,0.00003242101,0.00007185828,0.0002569189,0.00139684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123208,"about_ca_system_score_gemma":0.00001278755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.39421e-7,"about_ca_topic_score_gemma":0.000001900812,"domain_scores_codex":[0.9991431,0.000001280085,0.0002080601,0.0002522134,0.0001139439,0.0002814274],"domain_scores_gemma":[0.9994056,0.00002582476,0.00003898196,0.0004682363,0.0000227975,0.00003851901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002880932,0.000004541826,9.534712e-7,0.000068525,0.00002872216,0.00002449632,0.00000559126,3.111164e-7,0.7343329,0.04666124,0.2016525,0.01721733],"study_design_scores_gemma":[0.00007829269,0.00003246868,1.871184e-7,0.0001059303,0.00001370877,0.000009100876,0.000001901339,0.00001019329,0.4447086,0.009784219,0.5449334,0.0003219942],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001250334,0.004721653,0.007470192,0.00009832247,0.0004733972,0.0001048718,0.00002439644,0.00273719,0.9842449],"genre_scores_gemma":[0.009413688,0.004417452,0.005156153,0.00005464416,0.0002651008,0.000001342941,0.000006693554,0.0001365342,0.9805484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.343281,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305089612368228,"score_gpt":0.1827103189513054,"score_spread":0.1696594228276231,"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."}}