{"id":"W2113362371","doi":"10.1109/aps.2011.5996807","title":"Microwave breast imaging: Time-domain experiments on tissue phantoms","year":2011,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microwave imaging; Breast tissue; Biomedical engineering; Microwave; Materials science; Time domain; Breast tumor; Wideband; Breast cancer; Computer science; Optics; Medicine; Physics; Cancer; Computer vision; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009934629,0.0002374419,0.0002062766,0.0001606107,0.00005469522,0.00004838529,0.0002119694,0.00003682638,0.002368408],"category_scores_gemma":[0.000002069664,0.0002222812,0.00008249682,0.0001451283,0.00004382192,0.00009390746,0.00003291538,0.0001139396,0.002847241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005757227,"about_ca_system_score_gemma":0.000004746435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008236662,"about_ca_topic_score_gemma":0.000002724229,"domain_scores_codex":[0.9990177,0.00002268625,0.0002089491,0.0002612416,0.0001303137,0.0003591703],"domain_scores_gemma":[0.9994397,0.00001084275,0.00002178416,0.0003851757,0.00002058991,0.0001218933],"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":[0.00001030025,0.00006941505,0.000353835,0.00001424344,0.0001090151,0.00004409182,0.001171158,0.00004764317,0.9554493,0.00009266261,0.02889051,0.01374786],"study_design_scores_gemma":[0.0004056047,0.00002391437,0.0009433113,0.00004556978,0.00003407495,0.0001670704,0.000194242,0.005833772,0.9867515,0.0002730153,0.004788383,0.0005395428],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4425744,0.0004519833,0.04837951,0.0002370465,0.0005039138,0.0002054179,0.00002824247,0.001945939,0.5056735],"genre_scores_gemma":[0.9915761,0.000004916897,0.00478107,0.0001827681,0.00007244527,0.000009747994,0.00001287519,0.00006009544,0.003299947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5490018,"threshold_uncertainty_score":0.9985436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139582771470955,"score_gpt":0.2142363388281394,"score_spread":0.2028405111134298,"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."}}