Published on in Vol 10, No 3 (2021): March
Preprints (earlier versions) of this paper are
available at
https://preprints.jmir.org/preprint/25775, first published
.

Journals
- Lai J, Rahmani A, Yunusova A, Rivera A, Labbaf S, Hu S, Dutt N, Jain R, Borelli J. Using Multimodal Assessments to Capture Personalized Contexts of College Student Well-being in 2020: Case Study. JMIR Formative Research 2021;5(5):e26186 View
- Alhur M, Alshamari S, Oláh J, Aldreabi H. Unsupervised Machine Learning to Identify Positive and Negative Themes in Jordanian mHealth Apps. International Journal of E-Services and Mobile Applications 2022;14(1):1 View
- Jafarlou S, Lai J, Azimi I, Mousavi Z, Labbaf S, Jain R, Dutt N, Borelli J, Rahmani A. Objective Prediction of Tomorrow’s Affect Using Multi-Modal Physiological and Behavioral Data: A 12-month Study on College Students (Preprint). JMIR Formative Research 2022 View
- Kristiansson E, Fridolfsson J, Arvidsson D, Holmäng A, Börjesson M, Andersson-Hall U. Validation of Oura ring energy expenditure and steps in laboratory and free-living. BMC Medical Research Methodology 2023;23(1) View
- Fukui K, Suzuki Y, Kaneda K, Kuroda S, Komiya M, Maeda N, Urabe Y. Do “Stay-at-Home Exercise” Videos Induce Behavioral Changes in College Students? A Randomized Controlled Trial. Sustainability 2021;13(21):11600 View
- Labbaf S, Abbasian M, Azimi I, Dutt N, Rahmani A. ZotCare: a flexible, personalizable, and affordable mhealth service provider. Frontiers in Digital Health 2023;5 View
- Walsh A, Naughton G, Sharpe T, Zajkowska Z, Malys M, van Heerden A, Mondelli V. A collaborative realist review of remote measurement technologies for depression in young people. Nature Human Behaviour 2024;8(3):480 View
- Labbaf S, Abbasian M, Nguyen B, Lucero M, Ahmed M, Yunusova A, Rivera A, Jain R, Borelli J, Dutt N, Rahmani A. Physiological and emotional assessment of college students using wearable and mobile devices during the 2020 COVID-19 lockdown: An intensive, longitudinal dataset. Data in Brief 2024;54:110228 View
- Kaneda K, Maeda N, Fukui K, Tashiro T, Komiya M, Urabe Y. Impact of the simultaneous distribution of e-learning and exercise videos on the health literacy and lifestyle of college students during the COVID-19 pandemic: a randomized controlled trial. Journal of Physical Therapy Science 2024;36(11):703 View
- Chirica M, Carreon S, Buscemi J, Greenley R, Tran S, Miller S. Changes in tripartite dimensions of anxiety and depression in emerging adults before and during COVID-19. Journal of American College Health 2025;73(4):1721 View
- Zamani S, Sinha R, Nguyen M, Madanian S. Enhancing Emotional Well-Being With IoT Data Solutions for Depression: A Systematic Review. IEEE Journal of Biomedical and Health Informatics 2025;29(3):1919 View
- Nguyen B, Lai J, Qureshi H, Marcotullio C, Labbaf S, Wang Y, Jafarlou S, Dutt N, Rahmani A, Borelli J. The Feasibility, Acceptability and Preliminary Outcomes of a Mobile Adaptation of a Relational Savoring Intervention to Prevent Loneliness in College Students: A Mixed-Methods Pilot Study (Preprint). JMIR Formative Research 2024 View
- Borelli J, Wang Y, Li F, Russo L, Tironi M, Yamashita K, Zhou E, Lai J, Nguyen B, Azimi I, Marcotullio C, Labbaf S, Jafarlou S, Dutt N, Rahmani A. Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study. JMIR Formative Research 2025;9:e67964 View
Books/Policy Documents
- Frame L, Dyer K, Powell C, Dawson D, Warren A, Corr P, Siglin M. Handbook of Research on Developing Competencies for Pre-Health Professional Students, Advisors, and Programs. View
Conference Proceedings
- Caixeiro T, Cale D, Coutinho C. 2022 International Symposium on Sensing and Instrumentation in 5G and IoT Era (ISSI). Wearable devices for Health Remote Monitor System View