• Milligan, G., Bernard, A., Dowthwaite, L., Vallejos, E. P., & Goulding, J. (2025). Evaluating Loneliness Proxy Elicitation via Digital Mental Health Platform Data Using Transformer-Based Natural Language Processing. International Journal of Population Data Science (Accepted)

• Milligan, G., Bernard, A., Dowthwaite, L., Vallejos, E. P., Davis, J., Salhi, L., & Goulding, J. (2024). Developing a single‐session outcome measure using natural language processing on digital mental health transcripts. Counselling and Psychotherapy Research, 24(3), 1057-1068. https://doi.org/10.1002/capr.12766

• Milligan, G., Harvey, J., Dowthwaite, L., Vallejos, E. P., Nica-Avram, G., & Goulding, J. (2023, December). Assessing the relative contribution of Environmental, Behavioural and Social factors on Life Satisfaction via mobile app data. In 2023 IEEE International Conference on Big Data (BigData) (pp. 4186-4194). IEEE. 10.1109/BigData59044.2023.10386740