{"id":"W2024847974","doi":"10.1186/bcr3210","title":"Dual-energy contrast-enhanced digital mammography: initial clinical results of a multireader, multicase study","year":2012,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":215,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Digital mammography; Mammography; Radiology; Breast cancer; Concordance; Nuclear medicine; Cancer; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002926368,0.0006530505,0.0005094733,0.001154238,0.0004439089,0.0006595505,0.0003790316,0.0006612855,0.002243015],"category_scores_gemma":[0.0101632,0.0004347152,0.0004177192,0.0005389384,0.0004240648,0.0009947006,0.0006181867,0.0003716674,0.001582528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003164318,"about_ca_system_score_gemma":0.0001786421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005148587,"about_ca_topic_score_gemma":0.0005319237,"domain_scores_codex":[0.9982892,0.0005953355,0.0002017315,0.0004095946,0.0003932159,0.0001110225],"domain_scores_gemma":[0.9942169,0.002120598,0.001052364,0.0007148912,0.001308403,0.0005867225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002268902,0.0005432967,0.9839914,0.00004187577,0.0001191459,0.0007907976,0.0004916506,0.00006544538,0.004320172,0.00001014641,0.0001608163,0.007196507],"study_design_scores_gemma":[0.0002010464,0.003681403,0.9872207,0.00001401079,0.0001172766,0.005129339,0.0003055615,0.0004869968,0.002068147,0.00002501818,0.0007208625,0.00002971119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999144,0.0002147104,0.0001765383,0.00001728009,0.000004433265,0.00003173775,0.00007384641,0.000008076014,0.0003294972],"genre_scores_gemma":[0.9992835,0.00005699438,0.000254445,0.0000275094,0.00001879854,0.00001815909,0.0001746726,0.000007090843,0.0001588542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002926368,"threshold_uncertainty_score":0.01547629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.112413623572482,"score_gpt":0.4648473382621818,"score_spread":0.3524337146896998,"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."}}