{"id":"W2620887970","doi":"10.23919/eucap.2017.7928783","title":"Quasi-real time reconstruction of the complex permittivity of tissue through microwave holography","year":2017,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Holography; Microwave imaging; Microwave; Iterative reconstruction; Permittivity; Inversion (geology); Scattering; Optics; Inverse scattering problem; Computer science; Iterative method; Biological tissue; Nonlinear system; Physics; Computer vision; Algorithm; Optoelectronics; Dielectric; Geology; Telecommunications","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":[0.0001205295,0.0001035394,0.0002445152,0.00004451669,0.0001152843,0.00002303562,0.0002908684,0.00004892854,0.0001259097],"category_scores_gemma":[0.00001644872,0.00007829921,0.0001535716,0.00007534523,0.0002983732,0.00009275704,0.0000532521,0.00008343175,0.00001296929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001084397,"about_ca_system_score_gemma":0.000005777127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006611058,"about_ca_topic_score_gemma":0.00005648507,"domain_scores_codex":[0.9994296,0.00003167101,0.0002132386,0.0001198353,0.00008111064,0.0001245662],"domain_scores_gemma":[0.9991537,0.00002460376,0.0001209934,0.0006411306,0.00004148404,0.00001805769],"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":[0.000002314121,0.00002696909,0.0178888,0.00005152187,0.0001058971,4.188736e-7,0.0002065916,0.0001292977,0.9639876,0.00005992801,0.001206153,0.01633444],"study_design_scores_gemma":[0.0002836607,0.00003842342,0.1829945,0.00006782233,0.0001131872,0.0000405022,0.00009310971,0.009984903,0.80505,0.0005030051,0.0005993266,0.0002315666],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962571,0.00002706095,0.004344654,0.0001644974,0.0001514693,0.00005918288,0.00001932294,0.00006688886,0.0325959],"genre_scores_gemma":[0.9956843,0.00003274849,0.00391926,0.000007781246,0.00002713557,0.000001247943,0.00000256806,0.00001187432,0.0003130769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1651057,"threshold_uncertainty_score":0.3192949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774884220627189,"score_gpt":0.2468049673607592,"score_spread":0.2290561251544873,"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."}}