Privacy-Preserving Federated Model Predicting Bipolar Transition in Patients With Depression: Prediction Model Development Study

• Main Authors: Dong Yun Lee (Author), Byungjin Choi (Author), Chungsoo Kim (Author), Egill Fridgeirsson (Author), Jenna Reps (Author), Myoungsuk Kim (Author), Jihyeong Kim (Author), Jae-Won Jang (Author), Sang Youl Rhee (Author), Won-Woo Seo (Author), Seunghoon Lee (Author), Sang Joon Son (Author), Rae Woong Park (Author)
• Format: Book
• Published: JMIR Publications, 2023-07-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundMood disorder has emerged as a serious concern for public health; in particular, bipolar disorder has a less favorable prognosis than depression. Although prompt recognition of depression conversion to bipolar disorder is needed, early prediction is challenging due to overlapping symptoms....