Medical imaging, particularly X-ray analysis, often involves detecting multiple conditions simultaneously within a single scan.A novel attention mechanism, the Medical X-ray Attention (MXA) block, has been introduced to improve X-ray abnormality detection.The MXA block integrates local information and broader global context using a specialized module.Employing knowledge distillation, the proposed model achieves a substantial improvement over the baseline model, achieving an AUC of 0.85.