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Updated: Apr 12, 2026

Clinical Imaging of Microwave Mammography
Published on: November 14, 2025
Predictors of preoperative MRI for breast cancer: differences by data source
Elizabeth T Loggers1, Hongyuan Gao2, Laura S Gold3
1Fred Hutchinson Cancer Research Center, Clinical Research Division, 1100 Fairview Ave, D5-380, Seattle, WA 98109, USA.
Aim:
Investigate how the results of predictive models of preoperative MRI for breast cancer change based on available data.
Materials & Methods:
A total of 1919 insured women aged ≥18 with stage 0-III breast cancer diagnosed 2002-2009. Four models were compared using nested multivariable logistic, backwards stepwise regression; model fit was assessed via area under the curve (AUC), R2.
Results:
MRI recipients (n = 245) were more recently diagnosed, younger, less comorbid, with higher stage disease. Significant variables included: Model 1/Claims (AUC = 0.76, R2 = 0.10): year, age, location, income; Model 2/Cancer Registry (AUC = 0.78, R2 = 0.12): stage, breast density, imaging indication; Model 3/Medical Record (AUC = 0.80, R2 = 0.13): radiologic recommendations; Model 4/Risk Factor Survey (AUC = 0.81, R2 = 0.14): procedure count.
Conclusion:
Clinical variables accounted for little of the observed variability compared with claims data.
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