{"id":"W2060273996","doi":"10.1109/isbi.2012.6235490","title":"Microwave radar imaging of inhomogeneous breast phantoms using circular holography","year":2012,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Holography; Microwave imaging; Iterative reconstruction; Radar; Imaging phantom; Microwave; Magnetic resonance imaging; Noise (video); Radar imaging; Computer science; Biomedical engineering; Optics; Physics; Computer vision; Image (mathematics); Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002048762,0.0001941,0.0002680612,0.0002999766,0.00004846252,0.00002536065,0.0001457354,0.00004235063,0.0001196891],"category_scores_gemma":[0.000003889062,0.0001927555,0.0002054701,0.000379389,0.00007775621,0.0001519088,0.00003567882,0.0001087519,0.00001796281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003824133,"about_ca_system_score_gemma":0.000006514975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001173635,"about_ca_topic_score_gemma":0.000002284307,"domain_scores_codex":[0.9989609,0.00002817437,0.0002802357,0.0001498518,0.0001298694,0.0004510104],"domain_scores_gemma":[0.9994735,0.00001632312,0.00004445215,0.000310964,0.00003842305,0.0001163344],"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":[0.000001521794,0.00002740101,0.0443178,0.00006668209,0.0001553008,0.000007557941,0.0002128562,0.001150544,0.9474853,0.00001155505,0.0003802079,0.006183276],"study_design_scores_gemma":[0.0006356636,0.000008988951,0.01305398,0.0001296936,0.00048994,0.003067112,0.0004143264,0.07655048,0.9031168,0.00007782498,0.001333267,0.001121879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8911035,0.003305939,0.1033658,0.00001645029,0.0002179108,0.00004682038,0.00001387441,0.0002398985,0.001689819],"genre_scores_gemma":[0.9914103,0.00002491602,0.008339165,0.00004774586,0.0001060244,0.000001344971,0.000008331986,0.00004485793,0.00001735583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1003068,"threshold_uncertainty_score":0.7860341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008767293512876216,"score_gpt":0.2092863716336126,"score_spread":0.2005190781207364,"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."}}