ADVANCED MACHINE LEARNING FRAMEWORKS FOR PNEUMONIA DIAGNOSIS: INTEGRATING MULTIMODAL SIGNALS AND PRIVACY-PRESERVING TECHNIQUES. SIAD 2026, 3 (5), 126-132.