References & Citations For Why Wearables Only Tell Part of Your Health Story - And What’s Missing
- Belabbaci, N.A., Anaadumba, R. and Alam, M.A.U. (2025) ‘Recent advancements in wearable hydration‑monitoring technologies: scoping review of sensors, trends, and future directions’, JMIR mHealth and uHealth, 13, e60569. doi: 10.2196/60569. Available at: https://mhealth.jmir.org/2025/1/e60569 (Accessed: 23 July 2025).
- Bent, B., Goldstein, B.A., Kibbe, W.A. and Dunn, J.P. (2020) ‘Investigating sources of inaccuracy in wearable optical heart rate sensors’, npj Digital Medicine, 3(1), article 18. doi: 10.1038/s41746-020-0226-6. Available at: https://www.nature.com/articles/s41746-020-0226-6 (Accessed: 23 July 2025).
- Crainiceanu, C. and Smirnova, E. (2020) Measuring Positive Health Using Wearable Devices, Monograph from the ECHO Positive Health Outcome Working Group, Johns Hopkins University. 8 November. Available at: https://publichealth.jhu.edu/sites/default/files/2023-03/measuring-positive-health-with-wearable-devices.pdf (Accessed: 23 July 2025).
- Doherty, C., Baldwin, M., Keogh, A., Caulfield, B. and Argent, R. (2024) ‘Keeping Pace with Wearables: A Living Umbrella Review of Systematic Reviews Evaluating the Accuracy of Consumer Wearable Technologies in Health Measurement’, Sports Medicine, 54(11), pp. 2907–2926. doi: 10.1007/s40279-024-02077-2. Available at: https://link.springer.com/article/10.1007/s40279-024-02077-2 (Accessed: 23 July 2025).
- Estes, A.C. (2023) ‘Why is everyone wearing the Oura Ring?’, Vox, 2023. Available at: https://www.vox.com/technology/378189/oura-ring-4-release-sale-health-sleep-tracker (Accessed: 23 July 2025).
- Estes, A.C. (2025) ‘Take off your Oura Ring’, Vox, 26 June. Available at: https://www.vox.com/technology/417713/apple-watch-oura-whoop-health-tracking-fitness (Accessed: 23 July 2025).
- Huhn, S., Axt, M., Gunga, H.-C., Maggioni, M.A., Munga, S., Obor, D., Sié, A., Boudo, V., Bunker, A., Sauerborn, R., Bärnighausen, T. and Barteit, S. (2022) ‘The Impact of Wearable Technologies in Health Research: Scoping Review’, JMIR mHealth and uHealth, 10(1), e34384. doi: 10.2196/34384. Available at: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8826148/ (Accessed: 23 July 2025).
- Metwally, A.A., Heydari, A.A., McDuff, D., Solot, A., Esmaeilpour, Z., Faranesh, A.Z., Zhou, M., Savage, D.B., Heneghan, C., Patel, S., Speed, C. and Prieto, J.L. (2025) ‘Insulin Resistance Prediction From Wearables and Routine Blood Biomarkers’, arXiv, 30 April. arXiv:2505.03784. Available at: https://arxiv.org/abs/2505.03784 (Accessed: 23 July 2025).
- Van Der Donckt, J., Vandenbussche, N., Van Der Donckt, J., Chen, S., Stojchevska, M., De Brouwer, M., Steenwinckel, B., Paemeleire, K., Ongenae, F. and Van Hoecke, S. (2024) ‘Addressing Data Quality Challenges in Observational Ambulatory Studies: Analysis, Methodologies and Practical Solutions for Wrist‑worn Wearable Monitoring’, arXiv, 24 January. arXiv:2401.13518. Available at: https://arxiv.org/abs/2401.13518 (Accessed: 23 July 2025).


