{"id":"W4417132813","doi":"10.1109/ap-s/cnc-usnc-ursi55537.2025.11266175","title":"3D Quantitative Microwave Breast Imaging: Insights from Scans of Patients Undergoing Treatment","year":2025,"lang":"","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microwave imaging; Breast cancer; Microwave; Permittivity; Breast imaging; Mammography; High resolution","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000071172,0.0006982619,0.0009794446,0.0007314258,0.00019238,0.0001669718,0.0003357265,0.0001254848,0.0002825746],"category_scores_gemma":[0.00003909172,0.0006705688,0.0004635398,0.0008518615,0.0002010727,0.0002412793,0.000135582,0.0002158622,0.00009595756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007211475,"about_ca_system_score_gemma":0.0002105955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004406718,"about_ca_topic_score_gemma":0.001214096,"domain_scores_codex":[0.9971828,0.0001497961,0.00106613,0.0007876277,0.0002635487,0.0005500228],"domain_scores_gemma":[0.9981155,0.0004518765,0.0002206149,0.0007834863,0.0002724074,0.0001560737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005434748,0.004171326,0.4308251,0.001670993,0.0207955,0.00007954016,0.0249263,0.04796116,0.2502806,0.005224908,0.00724146,0.2062797],"study_design_scores_gemma":[0.01228425,0.0005159966,0.1492197,0.0047374,0.00615006,0.000008006529,0.008164767,0.6082658,0.2000718,0.003386345,0.003871043,0.00332485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8029359,0.006484239,0.158634,0.0006011319,0.001176846,0.0004225617,0.0005938284,0.0002417352,0.02890979],"genre_scores_gemma":[0.9887176,0.0005261764,0.008879297,0.0001009425,0.00004251636,0.00001143567,0.0001946112,0.00006487154,0.001462533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5603046,"threshold_uncertainty_score":0.9995745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007853453860133192,"score_gpt":0.2266620520148945,"score_spread":0.2188085981547613,"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."}}