Leads research in biomedical NLP and large-scale machine learning for public health: extracting SDOH and patient-reported outcomes from EHRs and social media, privacy-preserving clinical text processing and data governance, plus multimodal surveillance and risk prediction frameworks for population-scale health decisions.