{"id":"W7110208222","doi":"10.1109/ap-s/cnc-usnc-ursi55537.2025.11266018","title":"Modelling Error Assessment of a Low-Cost Three-Dimensional Microwave Imaging System for Stroke Detection","year":2025,"lang":"","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Microwave imaging; Microwave; Broadband; Antenna (radio); Work (physics); Stroke (engine)","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":[0.0008571138,0.000417073,0.0003723717,0.0003333798,0.0003023492,0.0007228805,0.0008481527,0.0006480489,0.001062535],"category_scores_gemma":[0.002642237,0.0002259108,0.0004337622,0.0002213803,0.00025994,0.0006079598,0.0004276212,0.0004269223,0.0003518112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008766238,"about_ca_system_score_gemma":0.0006349873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004510356,"about_ca_topic_score_gemma":0.0039928,"domain_scores_codex":[0.99961,0.00008985543,0.00002437722,0.00005560632,0.0001969662,0.00002311039],"domain_scores_gemma":[0.9986929,0.000599402,0.0001266738,0.0002048118,0.0003472717,0.00002896676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006310059,0.0001359813,0.006952136,0.0002509608,0.00008807006,0.0002278287,0.0004199429,0.8187792,0.1146268,0.001739773,0.0006513489,0.05549692],"study_design_scores_gemma":[0.000011822,0.0001676228,0.001740432,0.000009436471,0.00002150964,0.00006632897,0.00004337912,0.9618669,0.03498637,0.0001843561,0.0008831351,0.00001871733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4116073,0.0001492083,0.5827813,0.0002907433,0.00004185567,0.0001221494,0.000230785,0.001721896,0.003054742],"genre_scores_gemma":[0.9508088,0.00007704885,0.0474897,0.00003496009,0.000003261488,0.00005884267,0.0001281028,0.00009049002,0.001308775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004510356,"threshold_uncertainty_score":0.008968174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296888284024813,"score_gpt":0.2547047397610306,"score_spread":0.2417358569207824,"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."}}