The pattern of calcification in this lesion is benign.
Eggshell calcifications are benign peripheral rim-like calcifications and are typically secondary to fat necrosis or calcification of oil cysts. Typically, they measure <1 mm.
Involuting fibroadenoma can be also another possibility.