AUG 7, 2026 · PREPRINT
LSEAD: A Privacy-Preserving LLM-Based Speech Analysis Framework for Early Alzheimer's Disease Screening
arXiv
A single-arm, algorithm development study on benchmark datasets with no clinical validation, control group comparison, or patient outcome data; demonstrates technical feasibility but not clinical utility or safety.
Reported
Accuracy improvementup to 5 percent