{"id":"W2031313605","doi":"10.1088/0031-9155/49/15/008","title":"Improved image contrast of calcifications in breast tissue specimens using diffraction enhanced imaging","year":2004,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Light Source; U.S. Department of Energy","keywords":"Contrast (vision); Mammography; Radiography; Synchrotron; Materials science; Breast tissue; Optics; Breast imaging; Analyser; Diffraction; Nuclear medicine; Medicine; Radiology; Breast cancer; Physics; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009497556,0.0001122835,0.000259975,0.00008031945,0.00002764711,0.000003042377,0.00006609609,0.00002102566,0.00001318923],"category_scores_gemma":[0.000008368789,0.00009828684,0.00001599738,0.0001713134,0.0002637984,0.0001143075,0.00002925203,0.0001648996,4.822593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004072955,"about_ca_system_score_gemma":0.00002522017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334045,"about_ca_topic_score_gemma":0.00001191624,"domain_scores_codex":[0.9993156,0.00002280469,0.0002550442,0.0002007533,0.00003039893,0.0001754288],"domain_scores_gemma":[0.9996004,0.00005544736,0.0001316846,0.0001350938,0.00005143711,0.00002591822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008738173,0.00008403339,0.007564212,0.000006817711,0.000005649532,4.498484e-7,0.000235217,0.00003072636,0.9640507,0.009815969,0.000002695287,0.01819483],"study_design_scores_gemma":[0.004128211,0.000128781,0.02639078,0.0003841972,0.00004757449,0.000007947584,0.002024312,0.003118496,0.5977889,0.3654453,0.0001190785,0.0004164035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4496131,0.00006251133,0.5486586,0.0007414343,0.00005667412,0.0001814417,0.0000193587,0.00001791221,0.0006489187],"genre_scores_gemma":[0.9922068,0.00001836191,0.007454571,0.00004113147,0.0002196739,0.00001361714,0.00003420062,0.000009385991,0.000002323773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5425936,"threshold_uncertainty_score":0.4008021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06330874015635168,"score_gpt":0.3954443594751974,"score_spread":0.3321356193188457,"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."}}