{"id":"W7139931878","doi":"10.23919/cnc-usnc-ursi64444.2025.11420118","title":"Dielectric Analysis of Single Biological Cells at Both Microwave and Optical Frequencies","year":2025,"lang":"","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Microwave; Dielectric; Microwave transmission; Dielectric loss; Optical filter","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":[0.0002141694,0.0002460385,0.0002718815,0.0004933547,0.0002279207,0.0003482683,0.0002161437,0.0002083794,0.0006713236],"category_scores_gemma":[0.0002918563,0.0001274507,0.0001666002,0.000454863,0.0001606322,0.0003532609,0.0002633181,0.0002881077,0.0003351804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002320895,"about_ca_system_score_gemma":0.0001718658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004144433,"about_ca_topic_score_gemma":0.0005209491,"domain_scores_codex":[0.9998472,0.000008982023,0.00001049352,0.00003940592,0.00007520369,0.00001874355],"domain_scores_gemma":[0.9998399,0.00003987592,0.00004033458,0.00001735252,0.00004371569,0.00001882413],"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":[0.00003685866,0.00001316722,0.0009146187,0.00004467663,0.000005469707,0.00004228744,0.00003304821,0.000372439,0.9932479,0.0001891263,0.00006234517,0.005038224],"study_design_scores_gemma":[0.00001084976,0.0001892934,0.01618196,0.00001406323,0.00002901654,0.000635346,0.0001998908,0.01206222,0.9668596,0.0004256454,0.003372501,0.00001963195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231641,0.001723705,0.06956831,0.00013549,0.00004959223,0.00005954008,0.001261086,0.000292809,0.003745318],"genre_scores_gemma":[0.94383,0.002784821,0.04832336,0.0001105182,0.00003697804,0.000137372,0.001041278,0.00005525424,0.003680438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006713236,"threshold_uncertainty_score":0.002245784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648581970374882,"score_gpt":0.2106002590008582,"score_spread":0.1941144392971093,"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."}}