Logistic regression delineates several independent factors that contribute to the risk of secondary fractures in patients with osteoporosis, including increased age, occupational type, use of calcium and vitamin D supplementation, and various biochemical markers such as hemoglobin, serum albumin, serum uric acid, and creatinine levels. Here, ALB is linked to osteoporosis.