{"id":"W2107945302","doi":"10.1088/0031-9155/55/11/003","title":"Validation of a method for measuring the volumetric breast density from digital mammograms","year":2010,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"National Institute of Biomedical Imaging and Bioengineering; University of California, Davis; Terry Fox Foundation","keywords":"Mammography; Calibration; Scanner; Detector; Materials science; Nuclear medicine; Digital mammography; Tomography; Biomedical engineering; Mathematics; Physics; Medicine; Optics; Breast cancer","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":[0.0003349367,0.00009207748,0.0002884459,0.0001044991,0.00003069851,0.00000898316,0.0000680822,0.00005193262,0.000003598253],"category_scores_gemma":[0.0002155569,0.00005373455,0.00006349396,0.0003685124,0.0002591833,0.00007785692,0.0000291561,0.0001767355,3.72749e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004571046,"about_ca_system_score_gemma":0.00001674135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000262747,"about_ca_topic_score_gemma":0.00001111496,"domain_scores_codex":[0.9994051,0.00002116883,0.0001888482,0.0001742268,0.0000723413,0.0001383497],"domain_scores_gemma":[0.9991683,0.0004610173,0.00007962094,0.000149188,0.00009584088,0.00004602356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001211134,0.00009748783,0.2704813,0.00003465754,0.0000643682,0.000001090871,0.0001945939,4.966592e-7,0.04278079,0.00196005,0.00004407902,0.68422],"study_design_scores_gemma":[0.009663666,0.001632763,0.6811802,0.0005263539,0.0007566399,0.0006105666,0.001639437,0.005180643,0.03562978,0.2596788,0.002959542,0.0005416073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659724,0.0001139132,0.03158703,0.001256368,0.00016167,0.0002219801,0.00004026398,0.00001332037,0.0006330987],"genre_scores_gemma":[0.9968499,0.00001217077,0.002437388,0.0001565714,0.0004258828,0.000009448975,0.0000953956,0.000006561166,0.000006682091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6836784,"threshold_uncertainty_score":0.2191231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070326228549608,"score_gpt":0.3607458967838592,"score_spread":0.2537132739288984,"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."}}