{"id":"W4388447876","doi":"10.1109/imbioc56839.2023.10305143","title":"Microwave Breast Imaging System Characterization: Preliminary Healthy Volunteer Results","year":2023,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microwave imaging; Microwave; Breast cancer; Breast imaging; Characterization (materials science); Medical physics; Biomedical engineering; Permittivity; Mammography; Medical imaging; Medicine; Computer science; Computer vision; Artificial intelligence; Materials science; Cancer; Telecommunications; Optoelectronics; Dielectric; Nanotechnology","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":[],"category_scores_codex":[0.0002874834,0.0002038177,0.0002274592,0.0002981636,0.0001193819,0.000105147,0.0001701048,0.00004470118,0.00003181861],"category_scores_gemma":[0.000007848901,0.0002049717,0.00009557929,0.0006566366,0.00002488546,0.0001484236,0.00005541292,0.000141273,0.001064595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138653,"about_ca_system_score_gemma":0.0000144004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004107224,"about_ca_topic_score_gemma":0.000004360586,"domain_scores_codex":[0.998665,0.00003342727,0.0004091671,0.0003061762,0.0001576592,0.0004285488],"domain_scores_gemma":[0.9993442,0.00003368668,0.00004346231,0.0004046836,0.00005614209,0.0001177958],"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":[0.0002236055,0.00005297719,0.006439304,0.001772151,0.0003600808,0.0003860224,0.0027536,0.01053731,0.6778536,0.000208959,0.2303421,0.06907028],"study_design_scores_gemma":[0.0007055217,0.00002398659,0.03283743,0.0002872773,0.00006621882,0.0006389042,0.0005790821,0.944164,0.00610003,0.000006125336,0.01396444,0.0006269888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8081116,0.0003754547,0.1131487,0.008492611,0.003146863,0.0005860748,0.0007450414,0.01886654,0.04652714],"genre_scores_gemma":[0.9959611,0.00002868328,0.0003230677,0.0001404722,0.0002311993,0.00001658088,0.0004628121,0.00006288879,0.002773144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9336267,"threshold_uncertainty_score":0.9997132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006780361975165795,"score_gpt":0.2005849315921585,"score_spread":0.1938045696169927,"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."}}