{"id":"W4395664635","doi":"10.23919/eucap60739.2024.10500972","title":"Evaluating System Design in Breast Microwave Sensing: Data and Image Quality in Multiple Systems","year":2024,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; University of Manitoba","funders":"Canadian Cancer Society","keywords":"Software deployment; Noise (video); Systems design; Computer science; Microwave; Microwave imaging; Image resolution; Signal-to-noise ratio (imaging); Resolution (logic); Breast imaging; Image (mathematics); Breast cancer; Artificial intelligence; Algorithm; Telecommunications; Cancer; Medicine; Mammography; Software engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002626644,0.0001777778,0.0003113888,0.0002782191,0.00002851073,0.0003214909,0.0001597769,0.00005754557,0.000003123144],"category_scores_gemma":[0.00005467644,0.0001701828,0.0000261984,0.0003555469,0.00002658347,0.0002029264,0.0001019924,0.0002079552,0.00002840705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174888,"about_ca_system_score_gemma":0.00002199567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002231775,"about_ca_topic_score_gemma":0.0002349827,"domain_scores_codex":[0.9983996,0.0002631651,0.0004877049,0.0004310858,0.0001408349,0.0002775928],"domain_scores_gemma":[0.9990722,0.0003209569,0.00002019092,0.0005125951,0.00002062047,0.00005342684],"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":[0.00001323976,0.00001650644,0.005118519,0.004103372,0.0001378524,0.0002382328,0.001414083,0.1086752,0.8590439,0.00004902978,0.001127466,0.02006255],"study_design_scores_gemma":[0.0001971731,0.000002709435,0.0008641625,0.000741318,0.0000222938,0.0001911928,0.00103709,0.9956688,0.001044504,0.000004554811,0.00002513517,0.0002011257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6004928,0.002867431,0.3944752,0.0001220706,0.0003170652,0.0002610168,0.00007035768,0.0006719243,0.0007221653],"genre_scores_gemma":[0.982776,0.00001864401,0.01702464,0.000005814609,0.00004683483,0.000003870765,0.0000305181,0.00003616954,0.00005747365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8869935,"threshold_uncertainty_score":0.6939851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08840667594303038,"score_gpt":0.3232859441783588,"score_spread":0.2348792682353284,"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."}}