Research

Dementia biomarker research in older adultsActive

Research on circulating miRNA candidates, serum protein markers, and molecular signals relevant to Alzheimer’s disease and cognitive decline in clinically complex geriatric patients, with emphasis on reproducibility, cross-dataset harmonisation, and clinical interpretability in older adults with frailty, multimorbidity, and medication burden.

Vascular biomarkers, mobility, and functional outcomes in aging Active

Work examining relationships between vascular and inflammatory markers and physical performance in older adults, with attention to mobility, timed functional testing, independence, and clinically interpretable effect sizes.

Artificial intelligence in geriatric rehabilitation planning Active

A project examining how AI-assisted tools are used in rehabilitation planning for older adults, how they are validated, and whether they account for frailty, cognition, caregiver dependence, workflow constraints, and real-world implementation barriers.

Clinical AI & evidence methods

Clinical AI study-design risk framework for older-adult care In development

A developing framework for evaluating AI-assisted clinical studies and tools intended for older-adult populations, focusing on data leakage, weak validation, population mismatch, workflow assumptions, lack of clinical actionability, human oversight, and underrepresentation of frail or cognitively impaired patients.

AI-assisted literature surveillance and publishing system Active

A custom system I designed and built to support the Blog section of this site. It scans PubMed and other scientific sources, identifies articles in my areas of interest, ranks them using a custom relevance and novelty workflow, and pushes draft entries into the CMS for manual review. I curate, edit, and approve all content before publication.

AI-assisted evidence synthesis workflows Active

Human-audited workflows for literature screening, data extraction, harmonisation, structured comparison, and draft development in clinical research.

Digital health concepts

Digital health concepts for older-adult care Concept

Concepts addressing practical information problems in geriatric care, especially where clinical complexity, caregiver communication, medication burden, and continuity of care affect safety and decision-making.

Student & collaborative projects

Through academic teaching and student research supervision, I support geriatric case reports, reviews, clinical observations, conference presentations, and small research projects related to aging medicine.