{"id":"W4401836043","doi":"10.36227/techrxiv.172418011.13654621/v1","title":"Microwave imaging for breast density assessment: initial investigation","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Cancer Foundation","keywords":"Breast density; Microwave; Microwave imaging; Breast imaging; Medical physics; Breast cancer; Mammography; Medicine; Telecommunications; Computer science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004484928,0.0007047851,0.0004835385,0.001325285,0.0003112929,0.001440177,0.0006073308,0.0008631491,0.002691824],"category_scores_gemma":[0.008034038,0.0003886452,0.0003106617,0.001099285,0.0008702803,0.002080768,0.0006526759,0.0009224921,0.0008608933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006719198,"about_ca_system_score_gemma":0.0006400269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083031,"about_ca_topic_score_gemma":0.0009808672,"domain_scores_codex":[0.9987301,0.0006889843,0.00004811902,0.0001301806,0.0003494854,0.0000531574],"domain_scores_gemma":[0.9957967,0.002792068,0.0001038962,0.0001707933,0.001033076,0.0001034345],"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":[0.001786014,0.0007011297,0.02622345,0.002235503,0.0001250142,0.001028707,0.001644072,0.008144863,0.1444021,0.0277906,0.003522318,0.7823963],"study_design_scores_gemma":[0.0002510929,0.009915531,0.08325554,0.003511414,0.0005511633,0.00888628,0.004744608,0.09078775,0.4629465,0.04238636,0.2924101,0.0003535603],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.361676,0.2435173,0.327032,0.006646174,0.0004168247,0.001359854,0.0004431183,0.0005391313,0.0583695],"genre_scores_gemma":[0.7131671,0.1352355,0.1408486,0.0007532419,0.0008471676,0.0002572383,0.0003834381,0.0001373791,0.008370225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004484928,"threshold_uncertainty_score":0.02371883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330107983117575,"score_gpt":0.2671180310740365,"score_spread":0.2538169512428607,"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."}}