{"id":"W2110114544","doi":"10.1148/radiol.13122567","title":"Digital Compared with Screen-Film Mammography: Performance Measures in Concurrent Cohorts within an Organized Breast Screening Program","year":2013,"lang":"en","type":"article","venue":"Radiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; University Health Network; Sunnybrook Health Science Centre; Cancer Care Ontario; Public Health Ontario","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Confidence interval; Odds ratio; Mammography; Logistic regression; Digital mammography; Breast cancer; Cohort; Cohort study; Breast cancer screening; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00343164,0.0004270005,0.0003525836,0.001081576,0.0003160877,0.0009791543,0.0006108933,0.0004460957,0.0007130634],"category_scores_gemma":[0.01369248,0.0002664393,0.0005852409,0.0008448158,0.0003466977,0.0004680211,0.0009182653,0.000442532,0.0001565053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005376972,"about_ca_system_score_gemma":0.0004295865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180265,"about_ca_topic_score_gemma":0.01452689,"domain_scores_codex":[0.9986374,0.0005071793,0.0000945763,0.0003100378,0.0003494077,0.0001015182],"domain_scores_gemma":[0.9933481,0.001776866,0.003201822,0.0005014436,0.0005725625,0.0005991911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003609252,0.00005439587,0.9981528,0.00001303324,0.00006903709,0.00001048771,0.00005169042,0.00003304788,0.00007312215,0.000005494233,0.00002264266,0.001153422],"study_design_scores_gemma":[0.00001927328,0.0004141004,0.9987047,0.00001030446,0.00008178488,0.00007885062,0.0001048075,0.0003592625,0.0001288974,0.0000102254,0.00008403385,0.000003790132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991824,0.0003046716,0.00007695375,0.0000223784,0.000005153137,0.00001270387,0.000127457,0.0000031253,0.0002650979],"genre_scores_gemma":[0.9995171,0.00008355889,0.0001272109,0.00001118815,0.000008702935,0.000006698466,0.0001525307,0.000001306938,0.00009175966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01180265,"threshold_uncertainty_score":0.0234679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014323193397483,"score_gpt":0.2414992508382593,"score_spread":0.2271760574407763,"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."}}