Personalization strategies in digital mental health interventions: a systematic review and conceptual framework for depressive symptoms. - Silvan Hornstein; Kirsten Zantvoort; Ulrike Lueken; Burkhardt Funk; Kevin Hilbert (Frontiers Digit. Health, 2023)

Finding the Best Match - a Case Study on the (Text-)Feature and Model Choice in Digital Mental Health Interventions. - Kirsten Zantvoort; Jonas Scharfenberger; Leif Boß; Dirk Lehr; Burkhardt Funk (J. Heal. Informatics Res., 2023)

Estimation of minimal data sets sizes for machine learning predictions in digital mental health interventions. - Kirsten Zantvoort; Barbara Nacke; Dennis Görlich; Silvan Hornstein; Corinna Jacobi; Burkhardt Funk (npj Digit. Medicine, 2024)