Deng, X. 2026. Privacy Preserving Language Models Detect Early Warning Signs in Digital Mental Health. Journal of Computing and Electronic Information Management. 21, 2 (May 2026), 18–24. DOI:https://doi.org/10.54097/d4bfqr62.