{"id":"W3018270146","doi":"10.3390/s20082390","title":"Review of Microwaves Techniques for Breast Cancer Detection","year":2020,"lang":"en","type":"review","venue":"Sensors","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":223,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"King Fahd University of Petroleum and Minerals","keywords":"Microwave imaging; Mammography; Breast cancer; Microwave; Medical physics; Cancer detection; Medicine; Magnetic resonance imaging; Computer science; Cancer; Radiology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001216176,0.0003006362,0.001412342,0.000137472,0.00002283824,0.0000125291,0.0001516345,0.000119768,0.000030068],"category_scores_gemma":[0.0000209696,0.0002640412,0.0006967914,0.000318204,0.00002540188,0.00001824977,0.00001760696,0.0001925042,0.00001108853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009482469,"about_ca_system_score_gemma":0.00002967916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002318223,"about_ca_topic_score_gemma":0.000004487382,"domain_scores_codex":[0.998982,0.00004126555,0.0005082695,0.0002287367,0.00006873861,0.0001709637],"domain_scores_gemma":[0.9994443,0.00004508473,0.000154276,0.0002482057,0.00005861024,0.00004953476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.573455e-7,0.000001595517,4.812981e-8,0.2399909,0.0001774442,6.374609e-7,0.000006202546,0.000004244072,0.0001684465,2.236456e-7,0.001921824,0.757728],"study_design_scores_gemma":[0.00001489144,0.000004858833,1.064752e-7,0.1104712,0.00110294,0.00004533484,0.000001663556,0.0001853805,0.0009437779,0.000001404619,0.887005,0.0002234525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.262532e-7,0.9977953,0.000724164,0.00005555016,0.000124495,0.000414617,0.0005016306,0.0002740319,0.0001093629],"genre_scores_gemma":[0.000008077154,0.998776,0.0006693308,0.00004979473,0.0002007872,0.0001108808,0.00003283192,0.00009103408,0.00006127594],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8850831,"threshold_uncertainty_score":0.9999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889565202285362,"score_gpt":0.2954158779554081,"score_spread":0.2765202259325545,"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."}}