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)

Predicting recurrent chat contact in a psychological intervention for the youth using natural language processing. - Silvan Hornstein; Jonas Scharfenberger; Ulrike Lueken; Richard Wundrack; Kevin Hilbert (npj Digit. Medicine, 2024)

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)