Publications

Pargent, F., Schoedel, R., & Stachl, C. (2023). Best Practices in Supervised Machine Learning: A Tutorial for Psychologists. Advances in Methods and Practices in Psychological Science, 6(3), 25152459231162560. https://doi.org/10.1177/25152459231162559

Seiferth, C., Vogel, L., Aas, B., Brandhorst, I., Carlbring, P., Conzelmann, A., Esfandiari, N., Finkbeiner, M., Hollmann, K., Lautenbacher, H., Meinzinger, E., Newbold, A., Opitz, A., Renner, T. J., Sander, L. B., Santangelo, P. S., Schoedel, R., Schuller, B., Stachl, C., … Löchner, J. (2023). How to e-mental health: A guideline for researchers and practitioners using digital technology in the context of mental health. Nature Mental Health, 1(8), Article 8. https://doi.org/10.1038/s44220-023-00085-1

Matz, S. C., Bukow, C. S., Peters, H., Deacons, C., Dinu, A., & Stachl, C. (2023). Using machine learning to predict student retention from socio-demographic characteristics and app-based engagement metrics. Scientific Reports, 13(1), Article 1. https://doi.org/10.1038/s41598-023-32484-w

Stachl, C., Au, Q., Schoedel, R., Samuel. D. Gosling, Gabriella. M. Harari., Buschek, D., Völkel, S., Schuwerk, T., . . . Bühner, M. (2020). Predicting Personality from Patterns of Behavior Collected with Smartphones. Proceedings of the National Academy of Sciences of the United States of America (PNAS). https://doi.org/10.1073/pnas.1920484117 

Stachl, C., Pargent, F., Hilbert, S., Harari, G. M., Schoedel, R., Vaid, S., Gosling, S. D., & Bühner, M. (2020). Personality Research and Assessment in the Era of Machine Learning. European Journal of Personality, per.2257. https://doi.org/10.1002/per.2257 

Schoedel, R., Pargent, F., Au, Q., Völkel, S. T., Schuwerk, T., Bühner, M., & Stachl, C. (2020). To Challenge the Morning Lark and the Night Owl: Using Smartphone Sensing Data to Investigate Day–Night Behaviour Patterns. European Journal of Personality, per.2258. https://doi.org/10.1002/per.2258 

Schuwerk, T., Kaltefleiter, L. J., Au, J.-Q., Hoesl, A., & Stachl, C. (2019). Enter the Wild: Autistic Traits and Their Relationship to Mentalizing and Social Interaction in Everyday Life. Journal of Autism and Developmental Disorders, 1–16. https://doi.org/10.1007/s10803-019-04134-6 

Harari, G. M., Müller, S. R., Stachl, C., Wang, R., Wang, W., Bühner, M., … Gosling, S. D. (2019). Sensing sociability: Individual differences in young adults’ conversation, calling, texting, and app use behaviors in daily life. Journal of Personality and Social Psychology. https://doi.org/10.1037/pspp0000245 

Stachl, C., Hilbert, S., Au, J.-Q., Buschek, D., De Luca, A., Bischl, B., … Bühner, M. (2017). Personality Traits Predict Smartphone Usage. European Journal of Personality. http://doi.org/10.1002/per.2113