AIMC Topic: Granulomatous Mastitis

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Development of a machine learning-based diagnostic model using hematological parameters to differentiate periductal mastitis from granulomatous lobular mastitis.

Science progress Apr 13, 2025
ObjectiveNonpuerperal mastitis (NPM) is an inflammatory condition, including periductal mastitis (PDM) and granulomatous lobular mastitis (GLM). The clinical manifestations of PDM and GLM are highly similar, posing significant challenges in their dif...
Humans Machine Learning Algorithms Retrospective Studies Female Adult Middle Aged ROC Curve Mastitis Logistic Models Diagnosis, Differential Area Under Curve Granulomatous Mastitis
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Differentiation of Malignancy and Idiopathic Granulomatous Mastitis Presenting as Non-mass Lesions on MRI: Radiological, Clinical, Radiomics, and Clinical-Radiomics Models.

Academic radiology Apr 18, 2024
RATIONALE AND OBJECTIVES: To investigate the effectiveness of machine learning-based clinical, radiomics, and combined models in differentiating idiopathic granulomatous mastitis (IGM) from malignancy, both presenting as non-mass enhancement (NME) le...
Humans Machine Learning Retrospective Studies Female Aged Adult Breast Neoplasms Radiomics Middle Aged Magnetic Resonance Imaging Diagnosis, Differential Breast Granulomatous Mastitis
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