“HybridMedNet: An Efficient Deep Learning Framework Based on CNN–Transformer Architecture for Benign and Malignant Thyroid Nodule Classification Using Ultrasound Images”. Al-Noor Journal of Engineering Management and Computer Science, vol. 3, no. 1, Oct. 2026, pp. 96-109, https://doi.org/10.71229/qkcz0952.