{"id":"W4400650753","doi":"10.1109/imbioc60287.2024.10590339","title":"Microwave Imaging for Monitoring Breast Cancer Treatment During Neoadjuvant Chemotherapy","year":2024,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Cancer Foundation","keywords":"Breast cancer; Chemotherapy; Oncology; Medicine; Neoadjuvant therapy; Cancer; Radiology; Internal 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":[0.00005381948,0.0002422849,0.0002093952,0.000160222,0.00008354024,0.000211516,0.00008989271,0.00003007573,0.0001186411],"category_scores_gemma":[8.269765e-7,0.0002081838,0.0002008874,0.0001601404,0.00001652189,0.0001204279,0.00001051351,0.00007483358,0.00002865762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000373284,"about_ca_system_score_gemma":0.00001684821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001848321,"about_ca_topic_score_gemma":0.00001496585,"domain_scores_codex":[0.999061,0.000005304744,0.0001940794,0.000291306,0.00007386778,0.0003743952],"domain_scores_gemma":[0.9996682,0.00002669254,0.0000101498,0.0001964226,0.00002281608,0.00007572309],"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":[0.000008779571,0.00001363546,0.003722989,0.0002411115,0.0003964595,0.00001989651,0.000591632,0.004949123,0.7578883,0.000008643024,0.001332642,0.2308268],"study_design_scores_gemma":[0.0007905156,0.00001102105,0.004990122,0.0004351497,0.000174453,0.0001580712,0.0002029138,0.2173835,0.7652232,0.00005446203,0.009960128,0.0006164461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372486,0.01365444,0.04106423,0.002007756,0.001751319,0.0003043696,0.0001206001,0.002556947,0.001291741],"genre_scores_gemma":[0.9943886,0.0008397512,0.001820242,0.00002278119,0.0006635142,0.0001053459,0.000006111772,0.00009698356,0.002056648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2302103,"threshold_uncertainty_score":0.848949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007283772635563361,"score_gpt":0.2453653399965832,"score_spread":0.2380815673610199,"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."}}