Alvarez, Sarah L., Stephanie L. Baller, and Anthony Walton. 2021. Who owns your health data? Two interventions addressing data of wearable health devices among young adults and future health clinicians. Journal of Consumer Health on the Internet 25 (1): 35–49. https://doi.org/10.1080/15398285.2020.1852386.

Article  Google Scholar 

Bach, Katie. 2022. New data shows long COVID is keeping as many as 4 million people out of work. Brookings, 24 August 2022. https://www.brookings.edu/research/new-data-shows-long-covid-is-keeping-as-many-as-4-million-people-out-of-work/. Accessed 14 Sept 2022.

Baldini, Gianmarco, Maarten Botterman, Ricardo Neisse, and Mariachiara Tallacchini. 2018. Ethical design in the internet of things. Science and Engineering Ethics 24: 905–925. https://doi.org/10.1007/s11948-016-9754-5.

Article  Google Scholar 

Baskett, William I., Adnan I. Qureshi, Daniel Shyu, Jane M. Armer, and Chi-Ren Shyu. 2023. COVID-specific long-term sequelae in comparison to common viral respiratory infections: an analysis of 17 487 infected adult patients. Open Forum Infectious Diseases 10 (1): ofac683. https://doi.org/10.1093/ofid/ofac683.

Article  Google Scholar 

CDC. 2022a. Long COVID or post-COVID conditions. Centers for Disease Control and Prevention, 16 December 2022. https://www.cdc.gov/coronavirus/2019-ncov/long-term-effects/index.html.

CDC. 2022b. Patient tips: healthcare provider appointments for post-COVID conditions. Centers for Disease Control and Prevention, 11 July 2022. https://www.cdc.gov/coronavirus/2019-ncov/long-term-effects/post-covid-appointment/index.html.

Channa, A., N. Popescu, J. Skibinska, and R. Burget. 2021. The rise of wearable devices during the COVID-19 pandemic: a systematic review. Sensors 21: 5787. https://doi.org/10.3390/s21175787.

Article  Google Scholar 

Chew, Hui Min. 2022. Breathlessness, fatigue, persistent cough: doctors see more cases of ‘long COVID’ in Singapore. Channel NewsAsia, 23 March 2022. https://www.channelnewsasia.com/singapore/long-covid-coronavirus-breathless-cough-fatigue-doctors-therapy-2578961.

Corman, B.H.P., S. Rajupet, F. Ye, and E.R. Schoenfeld. 2022. The role of unobtrusive home-based continuous sensing in the management of postacute sequelae of SARS CoV-2. Journal of Medical Internet Research 24 (1): e32713–e32713. https://doi.org/10.2196/32713.

Article  Google Scholar 

Corrado, J., S. Halpin, N. Preston, D. Whiteside, R. Tarrant, J. Davison, A.D. Simms, R.J. O’Connor, A. Casson, and M. Sivan. 2022. HEART rate variability biofeedback for long COVID symptoms (HEARTLOC): protocol for a feasibility study. BMJ Open 12 (11): e066044–e066044. https://doi.org/10.1136/bmjopen-2022-066044.

Article  Google Scholar 

Davis, H.E., L. McCorkell, J.M. Vogel, et al. 2023. Long COVID: major findings, mechanisms and recommendations. Nature Reviews Microbiology 21: 133–146. https://doi.org/10.1038/s41579-022-00846-2.

Article  Google Scholar 

DHHS. 2022. National research action plan on long COVID. Department of Health and Human Services,  August 2022. https://www.covid.gov/assets/files/National-Research-Action-Plan-on-Long-COVID-08012022.pdf.

DGHFS. 2022. Facing the impact of post COVID-19 condition (long COVID) on health systems. Director General for Health and Food Safety, 13 December 2022. https://health.ec.europa.eu/publications/facing-impact-post-covid-19-condition-long-covid-health-systems_en.

Economist. 2021. A new study using wearable devices could help to define long COVID. Economist, 17 July 2021. https://www.economist.com/graphic-detail/2021/07/17/a-new-study-using-wearable-devices-could-help-to-define-long-covid. Accessed 15 Sept 2022.

Estiri, H., Z.H. Strasser, G.A. Brat, Y.R. Semenov, Consortium for Characterization of COVID-19 by EHR, C.J. Patel, and S.N. Murphy. 2021. Evolving phenotypes of non-hospitalized patients that indicate long COVID. BMC Medicine 19:249. https://doi.org/10.1186/s12916-021-02115-0.

Evans, Jonny. 2021. Can an Apple Watch help manage ‘long COVID’? Computerworld, 12 July 2021. https://www.computerworld.com/article/3624617/can-an-apple-watch-help-manage-long-covid.html. Accessed 15 Sept 2022.

Evans, Rachael A., Hamish McAuley, Ewen M. Harrison, Aarti Shikotra, Amisha Singapuri, and Marco Sereno. 2021. Physical, cognitive, and mental health impacts of COVID-19 after hospitalisation (PHOSP-COVID): a UK multicentre, prospective cohort study. The Lancet: Respiratory Medicine 9 (11): 1275–1287. https://doi.org/10.1016/S2213-2600(21)00383-0.

Article  Google Scholar 

Haroon, S., K. Nirantharakumar, S.E. Hughes, et al. 2022. Therapies for long COVID in nonhospitalised individuals: from symptoms, patient-reported outcomes and immunology to targeted therapies (The TLC Study). BMJ Open 12: e060413. https://doi.org/10.1136/bmjopen-2021-060413.

Article  Google Scholar 

Hastie, Claire E., David J. Lowe, Andrew McAuley, Andrew J. Winter, Nicholas L. Mills, Corri Black, Janet T. Scott, Catherine A. O’Donnell, David N. Blane, Susan Browne, Tracy R. Ibbotson, and P. Jill. 2022. Pell Outcomes among confirmed cases and a matched comparison group in the long COVID in Scotland study. Nature Communications 13: 5663. https://doi.org/10.1038/s41467-022-33415-5.

Huang, Y., M.D. Pinto, J.L. Borelli, M. Asgari Mehrabadi, H.L. Abrahim, N. Dutt, N. Lambert, E.L. Nurmi, R. Chakraborty, A.M. Rahmani, and C.A. Downs. 2022. COVID symptoms, symptom clusters, and predictors for becoming a long-hauler looking for clarity in the haze of the pandemic. Clinical Nursing Research 31 (8): 1390–1398. https://doi.org/10.1177/10547738221125632.

Article  Google Scholar 

Javaid, Mohd, Abid Haleem, Shanay Rab, Ravi Pratap Singh, and Rajiv Suman. 2021. Sensors for daily life: a review. Sensors International 2:100121. https://doi.org/10.1016/j.sintl.2021.100121.

Jayaraman, Arun, Shirley Ryan, and AbilityLab. 2023. Wearable sensor to monitor COVID-19 like signs and symptoms. ClinicalTrials.gov, 13 January 2023. https://clinicaltrials.gov/ct2/show/NCT04393558.

Khondakar, K.R., and A. Kaushik. 2023. Role of wearable sensing technology to manage long COVID. Biosensors (Basel) 13 (1): 62. https://doi.org/10.3390/bios13010062.

Article  Google Scholar 

Lancet. 2021. Understanding long COVID: a modern medical challenge. Lancet 398 (10302): 725. https://doi.org/10.1016/S0140-6736(21)01900-0.

Article  Google Scholar 

Lancet Neurology. 2021. Long COVID: understanding the neurological effects. Lancet Neurology 20 (4): 247–247. https://doi.org/10.1016/s1474-4422(21)00059-4.

Lancet. 2023. Long COVID: 3 years in. Lancet 401 (10379): 795. https://doi.org/10.1016/S0140-6736(23)00493-2

Ledford, Heidi. 2022. How common is long COVID? Why there’s still no answer. Nature 606 (7916): 852–853.

Google Scholar 

Lu, Lin, Jiayao Zhang, Yi Xie, Fei Gao, Xu Song, Wu Xinghuo, and Zhewei Ye. 2020. Wearable health devices in health care: narrative systematic review. JMIR mHealth and uHealth 8 (11): e18907. https://doi.org/10.2196/18907.

Lua, S.B.H., D. Lowe, A. Taylor, M. Sim, B. Henderson, C. Trueman, O. Meredith, S. Burns, P. McGuinness, and C. Carlin. 2021. P24 COVID-19 advanced respiratory physiology (CARP) wearable respiratory monitoring: early insights. Thorax 76 (Suppl 2): A78–A79. https://thorax.bmj.com/content/76/Suppl_2/A78.2. Accessed 10 Jan 2024.

Mahmood, A. 2023. A package of smartphone and sensor-based objective measurement tools for physical and social exertional activities for patients with illness-limiting capacities. PhD Thesis, Marquette University.

Mekhael, M., C.H. Lim, A.H. El Hajjar, C. Noujaim, C. Pottle, N. Makan, L. Dagher, Y. Zhang, N. Chouman, D.L. Li, T. Ayoub, and N. Marrouche. 2022. Studying the effect of long COVID-19 infection on sleep quality using wearable health devices: observational study. Journal of Medical Internet Research 24 (7): e38000–e38000. https://doi.org/10.2196/38000.

Article  Google Scholar 

Ministry of Health. 2022. Incidence of long COVID amidst recovered Singaporeans. Ministry of Health, 4 April 2022. https://www.moh.gov.sg/news-highlights/details/incidence-of-long-covid-amidst-recovered-singaporeans/.

Mittelstadt, Brent, Ben Fairweather, Mark Shaw, and Neil McBride. 2014. The ethical implications of personal health monitoring. International Journal of Technoethics 5 (2): 37–60. https://doi.org/10.4018/ijt.2014070104.

Article  Google Scholar 

Morris, Amanda 2020. Monitoring COVID-19 from hospital to home: first wearable device continuously tracks key symptoms. Northwestern, 4 May 2020. https://news.northwestern.edu/stories/2020/04/monitoring-covid-19-from-hospital-to-home-first-wearable-device-continuously-tracks-key-symptoms/. Accessed 15 Aug 2022.

National Institute of Allergy and Infectious Diseases. 2022. NIAID pandemic autopsy study fosters long COVID treatment trial. NIAID Now, 14 December 2022. https://www.niaid.nih.gov/news-events/covid-autopsy-study.

Nature Medicine. 2023. Machine learning identifies long COVID patterns from electronic health records. Nature Medicine 29 (1): 47–48. https://doi.org/10.1038/s41591-022-02130-5.

Office for Civil Rights. 2021. Guidance on “Long COVID” as a disability under the ADA, Section 504, and Section 1557. Department of Health and Human Services, 26 July 2021. https://www.hhs.gov/civil-rights/for-providers/civil-rights-covid19/guidance-long-covid-disability/index.html

Palmer, Katie. 2022. Researchers test the power of machine learning to unravel long COVID’s mysteries. STAT, 29 April 2022. https://www.statnews.com/2022/04/29/long-covid-machine-learning-n3c/.

Panesar, Arjun. 2019. Future of Healthcare. In machine learning and ai for healthcare: big data for improved health outcomes, 255–304. New York, NY: Apress. https://doi.org/10.1007/978-1-4842-3799-1_7.

Payne, Daniel. 2022. ‘Left to rot’: the lonely plight of long COVID sufferers. Politico, 14 August 2022. https://www.politico.com/news/2022/08/14/left-to-rot-long-covid-patients-around-the-world-call-for-more-government-action-00051161. Accessed 28 Aug 2022.

Pfaff, Emily R., Andrew T. Girvin, Tellen D. Bennett, Abhishek Bhatia, Ian M. Brooks, Rachel R. Deer, Jonathan P. Dekermanjian, et al. 2022. Identifying who has long COVID in the USA: a machine learning approach using N3C data. Lancet Digital Health 4 (7): e532–e541. https://doi.org/10.1016/s2589-7500(22)00048-6.

Article  Google Scholar 

Pinto, M.D., C.A. Downs, Y. Huang, S.A. El-Azab, N.S. Ramrakhiani, A. Barisano, L. Yu, K. Taylor, A. Esperanca, H.L. Abrahim, T. Hughes, M.G. Herrera, A.M. Rahamani, N. Dutt, R. Chakraborty, C. Mendiola, and N. Lambert. 2022. A distinct symptom pattern emerges for COVID-19 long-haul: a nationwide study. Scientific Reports 12 (1): 15905. https://doi.org/10.1038/s41598-022-20214-7.

Article  Google Scholar 

Piwek, L., D.A. Ellis, S. Andrews, and A. Joinson. 2016. The rise of consumer health wearables: promises and barriers. PLoS Medicine 13 (2): e1001953. https://doi.org/10.1371/journal.pmed.1001953.

Article  Google Scholar 

Quer, Giorgio, Jennifer M. Radin, Matteo Gadaleta, Katie Baca-Motes, Lauren Ariniello, Edward Ramos, Vik Kheterpal, Eric J. Topol, and R. Steven. 2021. Steinhubl Wearable sensor data and self-reported symptoms for COVID-19 detection. Nature Medicine 27: 73–77. https://doi.org/10.1038/s41591-020-1123-x.

Article  Google Scholar 

Radin, Jennifer M., Giorgio Quer, Edward Ramos, Katie Baca-Motes, Matteo Gadaleta, Eric J. Topol, and R. Steven. 2021. Steinhubl Assessment of prolonged physiological and behavioral changes associated with COVID-19 infection. JAMA Network Open 4 (7): e2115959. https://doi.org/10.1001/jamanetworkopen.2021.15959.

Article  Google Scholar 

Resnick, Marc L., and Alina M. Chircu. 2017. Wearable devices: ethical challenges and solutions. In Managing security issues and the hidden dangers of wearable technologies, ed. Andrew Marrington, Don Kerr, and John Gammac, 182–205. Hershey, PA: IGI Global.

Chapter  Google Scholar 

Safavi, S., and Z. Shukur. 2014. Conceptual privacy framework for health information on wearable device. PLoS ONE 9 (12): e114306. https://doi.org/10.1371/journal.pone.0114306.

Article  Google Scholar 

Segura Anaya, L.H., Abeer Alsadoon, Nectar Costadopoulos, and P.W.C. Prasad. 2018. Ethical implications of user perceptions of wearable devices. Science and engineering ethics 24: 1–28. https://doi.org/10.1007/s11948-017-9872-8.

Article  Google Scholar 

Sellers, Frances Stead. 2022. ‘We are in trouble’: Study raises alarm about impacts of long COVID’. Washington Post, 13 October 2022. https://www.washingtonpost.com/health/2022/10/12/long-covid-study-scotland/.

Southwick, L., S.C. Guntuku, E.V. Klinger, A. Pelullo, H. McCalpin, and R.M. Merchant. 2021. The role of digital health technologies in COVID-19 surveillance and recovery: a specific case of long haulers. International Review of Psychiatry 33 (4): 412–423. https://doi.org/10.1080/09540261.2020.1854195.

Stein, Sydney R., Sabrina C. Ramelli, Alison Grazioli, Joon-Yong. Chung, Manmeet Singh, Claude Kwe Yinda, et al. 2022. SARS-CoV-2 infection and persistence throughout the human body and brain at autopsy. Nature 612 (7941): 758–763. https://doi.org/10.1038/s41586-022-05542-y.

Article  Google Scholar 

Stewart, C., Y. Ranjan, P. Conde, Z. Rashid, H. Sankesara, X. Bai, R.J.B. Dobson, and A.A. Folarin. 2021. Investigating the use of digital health technology to monitor COVID-19 and its effects: protocol for an observational study (COVID Collab Study). JMIR Research Protocols 10 (12): e32587–e32587. https://doi.org/10.2196/32587.

Article  Google Scholar 

Suett, C., Nisreen A. Alwan, Emily Attree, Jennifer Mary Blair, Debby Bogaert, Mary-Ann Bowen, et al. 2020. Rapid response: from doctors as patients: a manifesto for tackling persisting symptoms of COVID-19. BMJ 370: m3026. https://doi.org/10.1136/bmj.m3026.

Sui, A., W. Sui, S. Liu, and R. Rhodes. 2023. Ethical considerations for the use of consumer wearables in health research. Digital Health 9: 20552076231153740. https://doi.org/10.1177/20552076231153740.

Article  Google Scholar 

Ward, H., B. Flower, P.J. Garcia, S.W.X. Ong, D.M. Altmann, B. Delaney, N. Smith, P. Elliott, and G. Cooke. 2021. Global surveillance, research, and collaboration needed to improve understanding and management of long COVID. Lancet 398 (10316): 2057–2059. https://doi.org/10.1016/s0140-6736(21)02444-2.

Article  Google Scholar 

Weiss, Eric. 2022. RTHM and Stella leverage wearable biometrics to help treat long COVID. FindBiometics, 6 June 2022. https://findbiometrics.com/rthm-stella-leverage-wearable-biometrics-help-treat-long-covid-060608/ Accessed 15 Sept 2022.

Wesley Ely, E. 2023. The haunting brain science of long COVID. STAT, 16 February 2023. https://www.statnews.com/2023/02/16/the-haunting-brain-science-of-long-covid/.

WHO. 2021. Support for rehabilitation: self-management after COVID-19-related illness, second edition. Health Workforce and Service Delivery, World Health Organization, 27 September 2021. https://www.who.int/europe/publications/i/item/WHO-EURO-2021-855-40590-59892.

Wise, J. 2021. COVID-19: long COVID cases are underreported in GP records, research suggests. BMJ 374: n1685. https://doi.org/10.1136/bmj.n1685.

Article  Google Scholar 

Xie, Y., E. Xu, and Z. Al-Aly. 2022. Risks of mental health outcomes in people with COVID-19: cohort study. BMJ 376: e068993. https://doi.org/10.1136/bmj-2021-068993.

Article  Google Scholar 

Xu, E., Y. Xie, and Z. Al-Aly. 2023. Long-term gastrointestinal outcomes of COVID-19. Nature Communications 14: 983. https://doi.org/10.1038/s41467-023-36223-7.

Xue, F., A. Monaghan, G. Jennings, L. Byrne, T. Foran, E. Duggan, and R. Romero-Ortuno. 2022. A novel methodology for the synchronous collection and multimodal visualization of continuous neurocardiovascular and neuromuscular physiological data in adults with long COVID. Sensors (Basel) 22 (5): 1758. https://doi.org/10.3390/s22051758.