This paper is in the following e-collection/theme issue:

Formative Evaluation of Digital Health Interventions (2858) JMIR Theme Issue: COVID-19 Special Issue (2500) JMH Theme Issue: COVID-19 and Mental Health: Impact and Interventions 2023 (407) Depression and Mood Disorders; Suicide Prevention (1532) mHealth for Data Collection and Research (1088) Anxiety and Stress Disorders (1201) Outbreak and Pandemic Preparedness and Management (1784) Theme Issue: Novel Coronavirus (COVID-19) Outbreak Rapid Reports (1532) Wearable Devices and Sensors (1012) Insomnia and Sleep Hygiene (211) Sleep Monitoring, Sleep Quality, Sleep Disorders (231) Fitness Trackers and Smart Pedometers/Accelerometers (616)

Published on in Vol 5, No 5 (2021): May

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/26186, first published .
Using Multimodal Assessments to Capture Personalized Contexts of College Student Well-being in 2020: Case Study

Using Multimodal Assessments to Capture Personalized Contexts of College Student Well-being in 2020: Case Study

Using Multimodal Assessments to Capture Personalized Contexts of College Student Well-being in 2020: Case Study

Authors of this article:

Jocelyn Lai1 Author Orcid Image ;   Amir Rahmani2, 3, 4 Author Orcid Image ;   Asal Yunusova1 Author Orcid Image ;   Alexander P Rivera1 Author Orcid Image ;   Sina Labbaf2 Author Orcid Image ;   Sirui Hu5, 6 Author Orcid Image ;   Nikil Dutt2, 4, 7, 8 Author Orcid Image ;   Ramesh Jain2, 4 Author Orcid Image ;   Jessica L Borelli1, 4 Author Orcid Image
Article Authors Cited by (10) Tweetations (2) Metrics

Journals

  1. 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
  2. Mousavi Z, Lai J, Simon K, Rivera A, Yunusova A, Hu S, Labbaf S, Jafarlou S, Dutt N, Jain R, Rahmani A, Borelli J. Sleep Patterns and Affect Dynamics Among College Students During the COVID-19 Pandemic: Intensive Longitudinal Study. JMIR Formative Research 2022;6(8):e33964 View
  3. Moura I, Teles A, Viana D, Marques J, Coutinho L, Silva F. Digital Phenotyping of Mental Health using multimodal sensing of multiple situations of interest: A Systematic Literature Review. Journal of Biomedical Informatics 2023;138:104278 View
  4. Valenzuela R, Velasco R, Jorge M. Impact of COVID‐19 pandemic on sleep of undergraduate students: A systematic literature review. Stress and Health 2023;39(1):4 View
  5. 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
  6. Korobeinikova L, Yermakova T, Korobeynikov G, Vitenko D. Recreational and rehabilitation aspects of psychological health and well-being of students: a systematic review. Physical Culture, Recreation and Rehabilitation 2024;3(2):70 View
  7. Linardon J, Chen K, Gajjar S, Eadara A, Wang S, Flathers M, Burns J, Torous J. Smartphone digital phenotyping in mental health disorders: A review of raw sensors utilized, machine learning processing pipelines, and derived behavioral features. Psychiatry Research 2025;348:116483 View
  8. 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
  9. 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

  1. Polo-Rodríguez A, Romero-Sanchez J, Fernández -García E, Paloma-Castro O, Porcel-Gálvez A, Medina-Quero J. Proceedings of the 15th International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2023). View