{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001849083,0.0003342107,0.0002656534,0.0002742969,0.0001688397,0.0004145163,0.000457037,0.0004856099,0.001120793],"category_scores_gemma":[0.003548987,0.0002207012,0.0001713255,0.0002571915,0.0005338737,0.0005731095,0.0004017149,0.0002929094,0.0001563858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525582,"about_ca_system_score_gemma":0.0003074275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005823341,"about_ca_topic_score_gemma":0.0005884615,"domain_scores_codex":[0.9993278,0.0001898336,0.00005048519,0.0001026953,0.0002652146,0.00006403337],"domain_scores_gemma":[0.9973998,0.001395433,0.0003180418,0.0004065268,0.0004218745,0.0000583942],"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":[0.0005642116,0.0004368851,0.002223352,0.0002620305,0.00002623619,0.000172274,0.0001656403,0.004167388,0.9752262,0.0003569845,0.00010146,0.01629737],"study_design_scores_gemma":[0.0000621035,0.002687743,0.006716626,0.00002364453,0.00004067378,0.0005428728,0.0001249907,0.0171519,0.9712961,0.00006737511,0.001258934,0.00002725473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894628,0.0006764191,0.1029342,0.0001057159,0.00003374621,0.0002265385,0.0001898149,0.0001917594,0.001013896],"genre_scores_gemma":[0.8963585,0.0006576434,0.1016146,0.00005822433,0.00002101815,0.0001874998,0.0003252746,0.00006599242,0.0007112712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001849083,"threshold_uncertainty_score":0.009779036,"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."}}