Predicting Depression Risk in Patients With Cancer Using Multimodal Data: Algorithm Development Study

Anne de Hond   ^{1, 2, 3} , MSc, PhD ;   Marieke van Buchem   ^{1, 2, 3} , MSc ;   Claudio Fanconi   ^{3, 4} , MSc ;   Mohana Roy   ⁵ , MD ;   Douglas Blayney   ⁵ , MD ;   Ilse Kant   ^{1, 6} , MSc, PhD ;   Ewout Steyerberg   ^{1, 2} , MSc, PhD ;   Tina Hernandez-Boussard   ^{3, 7, 8} , MSc, PhD

¹ Clinical AI Implementation and Research Lab, Leiden University Medical Centre, Leiden, Netherlands

² Department of Biomedical Data Sciences, Leiden University Medical Centre, Leiden, Netherlands

³ Department of Medicine (Biomedical Informatics), Stanford Medicine, Stanford University, Stanford, CA, United States

⁴ Department of Electrical Engineering and Information Technology, ETH Zürich, Zürich, Switzerland

⁵ Department of Medical Oncology, Stanford Medicine, Stanford University, Stanford, CA, United States

⁶ Department of Digital Health, University Medical Centre Utrecht, Utrecht, Netherlands

⁷ Department of Biomedical Data Science, Stanford University, Stanford, CA, United States

⁸ Department of Epidemiology & Population Health (by courtesy), Stanford University, Stanford, CA, United States