{"id":"W1970925657","doi":"10.1118/1.3633922","title":"Real time breast microwave radar image reconstruction using circular holography: A study of experimental feasibility","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Contrast-to-noise ratio; Signal-to-noise ratio (imaging); Noise (video); Image resolution; Radar; Iterative reconstruction; Holography; Microwave imaging; Computer science; Microwave; SIGNAL (programming language); Artificial intelligence; Optics; Image quality; Physics; Image (mathematics); 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":[0.0002228448,0.0001669919,0.0003192885,0.00006537617,0.00004995481,0.0000108157,0.0001630656,0.00006734663,0.000173123],"category_scores_gemma":[0.000008429691,0.0001676542,0.0001440291,0.0002434946,0.0001974009,0.00009896654,0.00004473644,0.0001918172,0.00001329527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006479149,"about_ca_system_score_gemma":0.00002071385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004217047,"about_ca_topic_score_gemma":0.00000255508,"domain_scores_codex":[0.9988803,0.0000700606,0.0003098471,0.0002491023,0.0002794476,0.000211225],"domain_scores_gemma":[0.9994235,0.00001389846,0.00005715534,0.000342835,0.00003927006,0.0001233257],"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":[0.00001763851,0.0006934206,0.01274795,0.00004389392,0.0002413204,0.00002903336,0.00203668,0.00001753623,0.9776371,0.000001837009,0.00005940544,0.006474251],"study_design_scores_gemma":[0.003045696,0.0003339603,0.02791587,0.000217185,0.0005315936,0.0005351464,0.002401267,0.04212172,0.9210866,0.0007586154,0.000004005462,0.001048352],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910803,0.00003517789,0.007746207,0.000003358972,0.0001254681,0.0001142421,0.000009531701,0.0001412166,0.0007444884],"genre_scores_gemma":[0.9975967,0.00000522832,0.002259537,0.000005679624,0.00009312219,0.000003265782,0.000006763331,0.00002708279,0.000002553321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05655044,"threshold_uncertainty_score":0.6836739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273735210529537,"score_gpt":0.2482973522414857,"score_spread":0.2255600001361903,"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."}}