Machine Learning–Based Prediction of Suicidality in Adolescents With Allergic Rhinitis: Derivation and Validation in 2 Independent Nationwide Cohorts

Hojae Lee   ^{1, 2 *} , MSc ;   Joong Ki Cho   ^{3 *} , MD ;   Jaeyu Park   ^{1, 2 *} , MSc ;   Hyeri Lee   ^{1, 2 *} , MSc ;   Guillaume Fond   ⁴ , MD, PhD ;   Laurent Boyer   ⁴ , MD, PhD ;   Hyeon Jin Kim   ^{1, 2} , MSc ;   Seoyoung Park   ⁵ , BS ;   Wonyoung Cho   ¹ , PhD ;   Hayeon Lee   ^{2, 5} , PhD ;   Jinseok Lee   ^{5, 6} , PhD ;   Dong Keon Yon   ^{1, 2, 7} , MD, PhD

¹ Department of Regulatory Science, Kyung Hee University, Seoul, Republic of Korea

² Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, Seoul, Republic of Korea

³ Department of Pediatrics, Columbia University Irving Medical Center, New York, NY, United States

⁴ Assistance Publique-Hôpitaux de Marseille, Research Centre on Health Services and Quality of Life, Aix Marseille University, Marseille, France

⁵ Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea

⁶ Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, Republic of Korea

⁷ Department of Pediatrics, Kyung Hee University College of Medicine, Seoul, Republic of Korea

*these authors contributed equally