Published on in Vol 9, No 9 (2022): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/37354, first published .
The Apple Watch for Monitoring Mental Health–Related Physiological Symptoms: Literature Review

The Apple Watch for Monitoring Mental Health–Related Physiological Symptoms: Literature Review

The Apple Watch for Monitoring Mental Health–Related Physiological Symptoms: Literature Review

Journals

  1. Baumann S, Stone R, Genschel U, Mgaedeh F. The Pi-CON Methodology Applied: Operator Errors and Preference Tracking of a Novel Ubiquitous Vital Signs Sensor and Its User Interface. International Journal of Human–Computer Interaction 2024;40(14):3782 View
  2. Meira e Cruz M, Zhou C, Kryger M, Wang H. Validation of a Smart Ring Oximeter in Individuals With Dark Skin Pigment. Mayo Clinic Proceedings: Digital Health 2023;1(3):357 View
  3. Jerath R, Syam M, Ahmed S. The Future of Stress Management: Integration of Smartwatches and HRV Technology. Sensors 2023;23(17):7314 View
  4. Giansanti D. Precision Medicine 2.0: How Digital Health and AI Are Changing the Game. Journal of Personalized Medicine 2023;13(7):1057 View
  5. Hathorn T, Byun Y, Rosen R, Sharma A. Clinical utility of smartphone applications for sleep physicians. Sleep and Breathing 2023;27(6):2371 View
  6. Roos L, Slavich G. Wearable technologies for health research: Opportunities, limitations, and practical and conceptual considerations. Brain, Behavior, and Immunity 2023;113:444 View
  7. Grasser L, Erjo T, Goodwin M, Naim R, German R, White J, Cullins L, Tseng W, Stoddard J, Brotman M. Can peripheral psychophysiological markers predict response to exposure-based cognitive behavioral therapy in youth with severely impairing irritability? A study protocol. BMC Psychiatry 2023;23(1) View
  8. Ahn C, Lee J. Digital Phenotyping for Real-Time Monitoring of Nonsuicidal Self-Injury: Protocol for a Prospective Observational Study. JMIR Research Protocols 2024;13:e53597 View
  9. Adil M, Atiq I, Younus S. Effectiveness of the Apple Watch as a mental health tracker. Journal of Global Health 2024;14 View
  10. Song Y, Li B, Luo D, Xie Z, Phillips B, Ke Y, Song W. Engagement-Free and Contactless Bed Occupancy and Vital Signs Monitoring. IEEE Internet of Things Journal 2024;11(5):7935 View
  11. Jiang M, Tian Z, Yu C, Shi Y, Liu L, Peng T, Hu X, Yu F. Intelligent 3D garment system of the human body based on deep spiking neural network. Virtual Reality & Intelligent Hardware 2024;6(1):43 View
  12. Del-Valle-Soto C, López-Pimentel J, Vázquez-Castillo J, Nolazco-Flores J, Velázquez R, Varela-Aldás J, Visconti P. A Comprehensive Review of Behavior Change Techniques in Wearables and IoT: Implications for Health and Well-Being. Sensors 2024;24(8):2429 View
  13. Chaudhuri N, Gupta G, Sharma S. Outpacing choices: Examining dynamic consumer preferences across multi-generational information-intensive digital products. International Journal of Information Management 2024;77:102784 View
  14. Volpes G, Valenti S, Genova G, Barà C, Parisi A, Faes L, Busacca A, Pernice R. Wearable Ring-Shaped Biomedical Device for Physiological Monitoring through Finger-Based Acquisition of Electrocardiographic, Photoplethysmographic, and Galvanic Skin Response Signals: Design and Preliminary Measurements. Biosensors 2024;14(4):205 View
  15. Li H, Xu B, Sun Z, Yan R, Wu Y, Zhang H, Zhou K, Xu L. The role of comfort, personality, and intention in smartwatch usage during sleep. Humanities and Social Sciences Communications 2024;11(1) View
  16. Roy A, Dutta H, Bhuyan A, Biswas S. On-Device Semi-Supervised Activity Detection: A New Privacy-Aware Personalized Health Monitoring Approach. Sensors 2024;24(14):4444 View
  17. Yuan Y, Lu Y, Liang T, Jia H, Meng L, Zhu Y, Wang J, Huang T, Guan P, Zhou L, Zhou Y, Li Z, Wan T, Chu D. Advances in sweat-activated batteries for powering wearable electronics: structures, materials, challenges, and perspectives. Journal of Physics: Energy 2025;7(1):012001 View
  18. Shui X, Xu H, Tan S, Zhang D. Depression Recognition Using Daily Wearable-Derived Physiological Data. Sensors 2025;25(2):567 View
  19. Chandrasekaran R, Sadiq T M, Moustakas E. Usage Trends and Data Sharing Practices of Healthcare Wearable Devices Among US Adults: Cross-Sectional Study. Journal of Medical Internet Research 2025;27:e63879 View
  20. Lee Y, Lee J. Real-time monitoring to predict depressive symptoms: study protocol. Frontiers in Psychiatry 2025;15 View
  21. Ford C, Galler J, He Y, Young C, Simpson B, Wu C, Pfaffenroth J, Wah E, Arnold S, Dodge H, Corkey J, Das S, Lipsitz L. Using Apple Watches to Monitor Health and Behaviors of Individuals With Cognitive Impairment: A Case Series Study. The Journals of Gerontology, Series A: Biological Sciences and Medical Sciences 2025;80(4) View
  22. Civit M, Drai-Zerbib V, Cuadrado F, Escalona M. A Meta-Methodology for User Evaluation of Artificial Intelligence Generated Music; Using the Analytical Hierarchy Process, Likert and Emotional State Estimations. International Journal of Human–Computer Interaction 2025;41(21):13906 View
  23. Choe J, Kang M. Apple watch accuracy in monitoring health metrics: a systematic review and meta-analysis. Physiological Measurement 2025;46(4):04TR01 View
  24. Buragohain D, Khichar S, Deng C, Meng Y, Chaudhary S. Analyzing metaverse-based digital therapies, their effectiveness, and potential risks in mental healthcare. Scientific Reports 2025;15(1) View
  25. Cui X, Sun H, Chen Z, Peng C. Enhanced PPG-based stress detection: a multivariate cross-dataset analysis across devices and tasks. Biomedical Signal Processing and Control 2025;110:108149 View
  26. Kapogianni N, Sideraki A, Anagnostopoulos C. Using Smartwatches in Stress Management, Mental Health, and Well-Being: A Systematic Review. Algorithms 2025;18(7):419 View
  27. Chung M, Nirmale V, Reddy V, Koutsos V, Ramakrishna S, Radacsi N. Enhancing the Performance of Wearable Flexible Sensors via Electrospinning. ACS Applied Materials & Interfaces 2025;17(28):39747 View
  28. Shen S, Qi W, Zeng J, Li S, Liu X, Zhu X, Dong C, Wang B, Shi Y, Yao J, Wang B, Lou X, Gu S, Li P, Wang J, Jiang G, Cao S. Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review. Journal of Medical Internet Research 2025;27:e77066 View
  29. Zawada S, Fortune E. Supporting Preventive Musculoskeletal Care for Older Adults at the Intersection of Wearables and U.S. Public Policy: Recommendations From a Pilot Study. Journal of Gerontological Nursing 2025;51(11):6 View
  30. Bawack R, Dennehy D, Kumi C, Boutchouang W. AI Analytics in Enhancing Patient-Centered Care Through Wearables: A Cross-Country Analysis. Information Systems Frontiers 2025 View
  31. Ulupınar S, Tortu E, Bedir D, Kıyıcı F, Turan M, Gençoğlu C, Canyurt F, Ateş F, Daşkesen S, Özbay S. Ramadan’s hidden challenge: sleep deprivation outweighs hunger in athletes Brief running title: sleep loss outweighs fasting in athletes during ramadan. Sleep and Biological Rhythms 2025 View
  32. Yaqoob S, Ullah F, AbuAli N, Anwar H, Saeed N, Hayajneh M. AIoT for human emotion recognition: Potentials, challenges, and healthcare applications. Computer Science Review 2026;60:100859 View

Books/Policy Documents

  1. Bodenstein K, Paquin V, Sekhon K, Lesage M, Cinalioglu K, Rej S, Vahia I, Sekhon H. Biomarkers in Neuropsychiatry. View
  2. Sharma A, Bijo K, Manandhar S, Sharma L. Human-Computer Interaction. View
  3. Mazumder R. Environmental Neuroscience. View
  4. Donga G, Chimucheka T, Shambare R. Brands, Branding, and Consumerism. View
  5. Martí-Noguera J. Governing Digital Mental Health. View
  6. Martí-Noguera J. Governing Digital Mental Health. View
  7. Martí-Noguera J. Governing Digital Mental Health. View

Conference Proceedings

  1. Jaworski D, Park E. 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). Apple Watch Sleep and Physiological Tracking Compared to Clinically Validated Actigraphy, Ballistocardiography and Polysomnography View
  2. Visuri A, Van Berkel N, Tag B. 2023 Fourteenth International Conference on Mobile Computing and Ubiquitous Network (ICMU). Wellbeing Insights in a Data-Driven Future View
  3. Jung G, Choi S, Kang Y, Kim J. Companion of the 2024 on ACM International Joint Conference on Pervasive and Ubiquitous Computing. MyListener: An AI-Mediated Journaling Mobile Application for Alleviating Depression and Loneliness Using Contextual Data View
  4. Wang X, Tian R, Zeng Q, Tu C, Zhang S, Yi X, Li H, Rau P. Companion Publication of the 2024 Conference on Computer-Supported Cooperative Work and Social Computing. The Synergy of Dialogue and Art: Exploring the Potential of Multimodal AI Chatbots in Emotional Support View
  5. Green H, Iqbal T. 2025 IEEE International Conference on Robotics and Automation (ICRA). Using Physiological Measures, Gaze, and Facial Expressions to Model Human Trust in a Robot Partner View
  6. Jaworski D, Park E. 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). Non-Intrusive Sleep Staging with Integration of Ballistocardiography and Audio Signals View