{"id":"W4407949415","doi":"10.1109/tbme.2024.3521410","title":"Microwave Imaging for Breast Cancer Detection: Performance Assessment of a Next-Generation Transmission System","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary","funders":"Alberta Cancer Foundation","keywords":"Microwave imaging; Breast cancer; Mammography; Transmission (telecommunications); Computer science; Microwave; Medical physics; Cancer; Telecommunications; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001598857,0.0001990414,0.0002572132,0.0004535616,0.0001100742,0.00003565854,0.0001103304,0.00008254979,0.00001858897],"category_scores_gemma":[9.365979e-7,0.000200702,0.0001595707,0.0004882217,0.00003141482,0.0001134653,8.098464e-7,0.0002129762,0.000001005826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780733,"about_ca_system_score_gemma":0.00003961015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001995955,"about_ca_topic_score_gemma":0.000003338126,"domain_scores_codex":[0.9989914,0.00001110697,0.0003746009,0.0002210112,0.0001547451,0.0002471077],"domain_scores_gemma":[0.9996117,0.00004271519,0.00002793005,0.0001743825,0.00005667517,0.00008658015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005076759,0.00001957312,0.000004371484,0.0005587128,0.0000863018,4.629138e-7,0.00002353817,0.2762161,0.543014,0.000003042583,0.0000389963,0.1800297],"study_design_scores_gemma":[0.0003065283,0.00001287643,0.000116784,0.0004045255,0.00009225133,0.0000124631,0.00002102069,0.7550452,0.243405,2.804226e-7,0.0004525047,0.0001305942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03679754,0.0001750845,0.9612116,0.0001408553,0.001076217,0.0001567188,0.00006437861,0.0003345853,0.00004305955],"genre_scores_gemma":[0.9947493,0.0001329431,0.004800859,0.0000172977,0.00008957901,0.0001325371,0.000006184356,0.0000325215,0.00003876337],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9579518,"threshold_uncertainty_score":0.8184391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009647847425636426,"score_gpt":0.2346974344116463,"score_spread":0.2250495869860099,"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."}}