{"id":"W2024103214","doi":"10.1109/eucap.2014.6902009","title":"Average property estimation validation with realistic breast models","year":2014,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Property (philosophy); Microwave imaging; Transmission (telecommunications); Computer science; Antenna (radio); Microwave; Acoustics; Transmission coefficient; Electronic engineering; Physics; Telecommunications; Engineering","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":[0.0001551516,0.00009353049,0.0001072261,0.00005726655,0.00003860263,0.00007074537,0.00006007388,0.00002095623,0.00006241563],"category_scores_gemma":[0.000006344732,0.00005622386,0.00002310947,0.0000977907,0.00001166378,0.0001486077,0.000006072079,0.00005286515,0.00005918343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002717028,"about_ca_system_score_gemma":0.000003611577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001332212,"about_ca_topic_score_gemma":0.00001056899,"domain_scores_codex":[0.9995086,0.00002219417,0.0001289709,0.0001197915,0.0001083386,0.0001121544],"domain_scores_gemma":[0.9996843,0.00001325618,0.00001687636,0.0002145292,0.00003270323,0.000038311],"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":[0.00000179289,0.000004363424,0.00007633292,0.0000265226,0.00001678513,4.002243e-7,0.00006200453,0.9852632,0.001563024,0.0002004913,0.0009500359,0.01183502],"study_design_scores_gemma":[0.00009193469,0.000007121106,0.0001847397,0.00002023108,0.00001851557,0.00002675161,0.000004114819,0.9975877,0.001463236,0.0003683845,0.0001158682,0.0001114412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02787959,0.000002584752,0.9482817,0.0001441922,0.00002232331,0.00003930281,0.000002912408,0.0003202159,0.02330716],"genre_scores_gemma":[0.9889199,0.000001764692,0.00992797,0.00003237851,0.00002641314,0.000005970919,0.00004463379,0.00001936319,0.001021601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9610403,"threshold_uncertainty_score":0.2292743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007343432170950999,"score_gpt":0.1771967331174829,"score_spread":0.1698533009465319,"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."}}