{"id":"W2158956425","doi":"10.1109/aps.2010.5561885","title":"Microwave imaging for breast cancer diagnosis based on planar aperture scanning","year":2010,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Microwave imaging; Microwave; Planar; Aperture (computer memory); Antenna (radio); Optics; Dielectric; Planar array; Materials science; Physics; Computer science; Optoelectronics; Acoustics; 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":[0.000117695,0.0002163011,0.000195075,0.0001653635,0.0001097476,0.0001258227,0.0001657511,0.00005884202,0.000634459],"category_scores_gemma":[0.00002817646,0.0001952925,0.0001463368,0.000141207,0.00002983734,0.00008687054,0.000008067449,0.0002625743,0.00002796173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000462887,"about_ca_system_score_gemma":0.00001658581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001561622,"about_ca_topic_score_gemma":0.0002046607,"domain_scores_codex":[0.9991108,0.000007671057,0.000164515,0.0002602524,0.0001039269,0.0003527927],"domain_scores_gemma":[0.9993247,0.0002145522,0.00002286517,0.0002900061,0.0000435127,0.0001043334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002680606,0.00005580557,0.04233696,0.000190016,0.0001595314,0.00001278759,0.0001748744,0.02055158,0.6242511,0.00006308952,0.1910047,0.1211728],"study_design_scores_gemma":[0.0005992426,0.000008051642,0.005673794,0.0001314268,0.00009059258,0.00002149006,0.00005848213,0.9012802,0.04616369,0.00002969726,0.04537175,0.0005715376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4686171,0.001150409,0.4414843,0.0410215,0.004705407,0.001204504,0.002548381,0.004846821,0.03442161],"genre_scores_gemma":[0.991336,0.00001222782,0.006008756,0.001924683,0.0002454565,0.0001935552,0.00003176963,0.00006540227,0.0001820768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8807287,"threshold_uncertainty_score":0.7963796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005312142373341168,"score_gpt":0.2177315131664267,"score_spread":0.2124193707930855,"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."}}