{"id":"W6884853881","doi":"10.13025/18684","title":"Significance of heterogeneities in accurate dielectric measurements of biological tissues","year":2017,"lang":"en","type":"other","venue":"ARAN (University of Galway Research Repository) (Ollscoil na Gaillimhe – University of Galway)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Irish Research Council; European Commission","keywords":"Dielectric; Biological materials; Biological tissue; Permittivity; System of measurement; Accuracy and precision","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002536878,0.000810991,0.002677409,0.004224942,0.000645173,0.00003212053,0.004549249,0.001167454,0.0005238299],"category_scores_gemma":[0.0003809285,0.001020833,0.0008374866,0.001928484,0.006230394,0.0005412254,0.001124107,0.001189932,0.0001038424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007434619,"about_ca_system_score_gemma":0.001129803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03690425,"about_ca_topic_score_gemma":0.00726646,"domain_scores_codex":[0.9911225,0.002337234,0.000736672,0.001502115,0.002977617,0.001323837],"domain_scores_gemma":[0.9918352,0.0004421427,0.003072593,0.002346723,0.00186763,0.0004356589],"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":[0.01478392,0.006221193,0.1502669,0.007059793,0.006783026,0.002529956,0.007838429,0.0002860576,0.6760887,0.0004877296,0.1235707,0.00408363],"study_design_scores_gemma":[0.03968958,0.01645182,0.2539081,0.02551453,0.002719964,0.00009901914,0.03216952,0.001073244,0.4897323,0.0002822086,0.130073,0.008286691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5214157,0.005350656,0.0002099106,0.00008819089,0.0003431204,0.003077597,0.001044966,0.0002483416,0.4682215],"genre_scores_gemma":[0.8752565,0.002889313,0.0007928633,0.000001397253,0.00005445153,6.758968e-7,0.0000578235,0.0002425072,0.1207045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538408,"threshold_uncertainty_score":0.9992242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1265460749616631,"score_gpt":0.3085797426830612,"score_spread":0.1820336677213981,"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."}}