{"id":"W4414165107","doi":"10.46620/ursiaprasc25/bdab6172","title":"Low-Cost Methodology for Estimation of Breast Shape using Microwave Signals","year":2025,"lang":"en","type":"article","venue":"","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Research Executive Agency; Ministerio de Economía y Competitividad; European Commission; McGill University","keywords":"Microwave imaging; Antenna (radio); Microwave; Simple (philosophy); Estimation theory; Estimation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004360217,0.0006437871,0.000368437,0.0007800285,0.0001676994,0.0004261709,0.000523061,0.0004735935,0.001821292],"category_scores_gemma":[0.001452292,0.0002478382,0.0003457962,0.0005745312,0.000192707,0.0004734762,0.0005557495,0.0003962292,0.001419507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724083,"about_ca_system_score_gemma":0.0003038203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004244593,"about_ca_topic_score_gemma":0.0008641589,"domain_scores_codex":[0.9997249,0.00005584379,0.00001108489,0.00004616695,0.000145506,0.000016392],"domain_scores_gemma":[0.9995902,0.0001461277,0.00006274644,0.00008544452,0.0001028891,0.00001256071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002073541,0.00006449582,0.002753328,0.0003925332,0.0001059235,0.0001292721,0.0001149212,0.04430893,0.2637198,0.003524101,0.001609583,0.6830697],"study_design_scores_gemma":[0.00003893679,0.0003064252,0.01144628,0.00006538457,0.00009835167,0.001245649,0.000105904,0.7634034,0.2054121,0.004282188,0.01351165,0.00008390335],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008942122,0.000221436,0.9898925,0.00002736849,0.00001974369,0.00003152305,0.00007594228,0.000428715,0.0003606186],"genre_scores_gemma":[0.1432586,0.0004992704,0.8539455,0.00005168762,0.00003893546,0.0001296636,0.0003986402,0.0001298517,0.00154779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001821292,"threshold_uncertainty_score":0.006092787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0452102320570673,"score_gpt":0.3068134271618122,"score_spread":0.2616031951047449,"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."}}