Relationship between major depression symptom severity and sleep collected using a wristband wearable device: multicenter longitudinal observational study Y Zhang, AA Folarin, S Sun, N Cummins, R Bendayan, Y Ranjan, ... JMIR mHealth and uHealth 9 (4), e24604, 2021 | 47 | 2021 |
Sleep stage classification using bidirectional lstm in wearable multi-sensor systems Y Zhang, Z Yang, K Lan, X Liu, Z Zhang, P Li, D Cao, J Zheng, J Pan IEEE INFOCOM 2019-IEEE Conference on Computer Communications Workshops …, 2019 | 46 | 2019 |
Predicting depressive symptom severity through individuals’ nearby bluetooth device count data collected by mobile phones: preliminary longitudinal study Y Zhang, AA Folarin, S Sun, N Cummins, Y Ranjan, Z Rashid, P Conde, ... JMIR mHealth and uHealth 9 (7), e29840, 2021 | 31 | 2021 |
Longitudinal relationships between depressive symptom severity and phone-measured mobility: dynamic structural equation modeling study Y Zhang, AA Folarin, S Sun, N Cummins, S Vairavan, R Bendayan, ... JMIR mental health 9 (3), e34898, 2022 | 24 | 2022 |
Promoting secondary analysis of electronic medical records in China: summary of the PLAGH-MIT critical data conference and health datathon P Li, C Xie, T Pollard, AEW Johnson, D Cao, H Kang, H Liang, Y Zhang, ... JMIR Medical Informatics 5 (4), e7380, 2017 | 24 | 2017 |
The association between home stay and symptom severity in major depressive disorder: preliminary findings from a multicenter observational study using geolocation data from … P Laiou, DA Kaliukhovich, AA Folarin, Y Ranjan, Z Rashid, P Conde, ... JMIR mHealth and uHealth 10 (1), e28095, 2022 | 23 | 2022 |
Breathing disorder detection using wearable electrocardiogram and oxygen saturation Y Zhang, Z Yang, Z Zhang, P Li, D Cao, X Liu, J Zheng, Q Yuan, J Pan Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems …, 2018 | 14 | 2018 |
Long-term participant retention and engagement patterns in an app and wearable-based multinational remote digital depression study Y Zhang, A Pratap, AA Folarin, S Sun, N Cummins, F Matcham, ... NPJ digital medicine 6 (1), 25, 2023 | 13 | 2023 |
Automated sleep period estimation in wearable multi-sensor systems Y Zhang, Z Yang, Z Zhang, X Liu, D Cao, P Li, J Zheng, K Lan Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems …, 2018 | 13 | 2018 |
Associations between depression symptom severity and daily-life gait characteristics derived from long-term acceleration signals in real-world settings: retrospective analysis Y Zhang, AA Folarin, S Sun, N Cummins, S Vairavan, L Qian, Y Ranjan, ... JMIR mHealth and uHealth 10 (10), e40667, 2022 | 10 | 2022 |
The feasibility of implementing remote measurement technologies in psychological treatment for depression: mixed methods study on engagement V De Angel, F Adeleye, Y Zhang, N Cummins, S Munir, S Lewis, ... JMIR mental health 10, e42866, 2023 | 8 | 2023 |
The utility of wearable devices in assessing ambulatory impairments of people with multiple sclerosis in free-living conditions S Sun, AA Folarin, Y Zhang, N Cummins, S Liu, C Stewart, Y Ranjan, ... Computer methods and programs in biomedicine 227, 107204, 2022 | 8 | 2022 |
Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis S Sun, AA Folarin, Y Zhang, N Cummins, R Garcia-Dias, C Stewart, ... Journal of medical Internet research 25, e45233, 2023 | 5 | 2023 |
Identifying depression-related topics in smartphone-collected free-response speech recordings using an automatic speech recognition system and a deep learning topic model Y Zhang, AA Folarin, J Dineley, P Conde, V de Angel, S Sun, Y Ranjan, ... Journal of affective disorders 355, 40-49, 2024 | 2 | 2024 |
Deciphering seasonal depression variations and interplays between weather changes, physical activity, and depression severity in real-world settings: Learnings from RADAR-MDD … Y Zhang, AA Folarin, Y Ranjan, N Cummins, Z Rashid, P Conde, ... arXiv preprint arXiv:2404.11212, 2024 | | 2024 |
Longitudinal modeling of depression shifts using speech and language PA Pérez-Toro, J Dineley, A Kaczkowska, P Conde, Y Zhang, F Matcham, ... ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | | 2024 |
Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing Y Zhang, AA Folarin, S Sun, N Cummins, Y Ranjan, Z Rashid, C Stewart, ... arXiv preprint arXiv:2312.02953, 2023 | | 2023 |
Associations between depression symptom severity and individuals' behaviors measured by smartphones and wearable devices Y Zhang King's College London, 2023 | | 2023 |
Temporal evolution of multiday, epileptic functional networks prior to seizure occurrence P Laiou, A Biondi, E Bruno, PF Viana, JS Winston, Z Rashid, Y Ranjan, ... Biomedicines 10 (10), 2662, 2022 | | 2022 |