Personal profile
Research interests
I am a Postdoctoral Researcher with the Stress-in-Action Consortium at Amsterdam UMC, where I apply machine learning techniques in digital phenotyping, using data captured by smartphone sensors, app logging, and actigraphy to predict depression and anxiety. I also supervise Bachelor's, Master's, and PhD students, and support the Passive Sensing and Experience Sampling Task Forces within the consortium.
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Collaborations and top research areas from the last five years
Research output
- 5 Article
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Daily affect and behavior in relation to inflammatory and metabolic health: An ambulatory assessment study
van Zwieten, N., Aalbers, G., Lamers, F., Giltay, E. J., Hillegers, M. H. J. & Penninx, B. W. J. H., Mar 2026, In: Brain, behavior, and immunity. 133, 106282.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile43 Downloads (Pure) -
Sleep, Steps, and Screens: Between- and within-person effects of digital markers of daily life behaviors on smartphone-based assessments of cognitive functioning in depression
RADAR-CNS Consortium, 2026, In: Neuroscience Applied. 5, 106985.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile6 Downloads (Pure) -
Using Smartphone-Tracked Behavioral Markers to Recognize Depression and Anxiety Symptoms: Cross-Sectional Digital Phenotyping Study
Aalbers, G., Costanzo, A., Jagesar, R., Lamers, F., Kas, M. J. H. & Penninx, B. W. J. H., 2026, In: JMIR Mental Health. 13, e80765.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile17 Downloads (Pure) -
Predicting incident cardio-metabolic disease among persons with and without depressive and anxiety disorders: a machine learning approach
Rydin, A. O., Aalbers, G., van Eeden, W. A., Lamers, F., Milaneschi, Y. & Penninx, B. W. J. H., Jun 2025, In: Social psychiatry and psychiatric epidemiology. 60, 6, p. 1457-1466 10 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile25 Downloads (Pure) -
The Association Between Cognitive Functioning and Depression Severity: A Multiwave Longitudinal Remote Assessment Study
Ross-Adelman, M., Aalbers, G., Matcham, F., Simblett, S., Leightley, D., Siddi, S., Haro, J. M., Oetzmann, C., Narayan, V. A., Hotopf, M., Myin-Germeys, I., de Jonge, P., Lamers, F. & Penninx, B. W. J. H., 2025, In: Depression and anxiety. 2025, 1, 12 p., 1509978.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile32 Downloads (Pure)