{"id":"W7161998497","doi":"10.82308/19966","title":"Microwave time-domain radar for monitoring breast health: Miniaturized hardware and anomaly detection algorithms","year":2017,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microwave imaging; Mammography; Breast cancer; Field-programmable gate array; Radar; Generator (circuit theory); Anomaly detection; Pulse generator","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000402401,0.000405379,0.0006818697,0.0001999554,0.0004319712,0.0007714704,0.0004372104,0.0002425878,0.00009298067],"category_scores_gemma":[0.00001929291,0.0004536181,0.0001611953,0.00007305687,0.00002447098,0.0002124559,0.0000380793,0.0002883783,0.00006723383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447773,"about_ca_system_score_gemma":0.00007463794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002104998,"about_ca_topic_score_gemma":0.0003304631,"domain_scores_codex":[0.9984666,0.0000385104,0.0004089468,0.0005476106,0.0001377822,0.0004005689],"domain_scores_gemma":[0.9990076,0.00004255937,0.000250994,0.0004704688,0.0000765926,0.0001517243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007564564,0.00001396466,0.00002203698,0.0002756989,0.0002928152,0.000006893204,0.001216482,0.00001231825,0.2295231,4.351866e-8,0.0008133071,0.7677476],"study_design_scores_gemma":[0.005401654,0.0002715077,0.005544988,0.00410915,0.001103308,0.0004067985,0.003159248,0.01043869,0.8053952,0.000101339,0.1603481,0.003720001],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762179,0.005246412,0.003731268,0.0002597072,0.003248602,0.002315731,0.001294485,0.00007936118,0.00760652],"genre_scores_gemma":[0.5386361,0.0008058065,0.309607,0.00003306827,0.002987415,0.0005588699,0.007562798,0.0008814611,0.1389275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7640277,"threshold_uncertainty_score":0.9997916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738357296084879,"score_gpt":0.2858387836247365,"score_spread":0.2684552106638877,"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."}}