Switching on Smart Care: The Ascendancy of Wireless Technologies in Continuous Health Surveillance

Simranjit Kaur , Tania Acharjee , Debashree Das , Monika Bhatia , Sushman Sharma , Ashish Patel , Dinesh Bhatia

Smart Wearable Technology ›› 2025, Vol. 1 ›› Issue (1) : 52026811

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Smart Wearable Technology ›› 2025, Vol. 1 ›› Issue (1) :52026811 DOI: 10.47852/bonviewSWT52026811
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Switching on Smart Care: The Ascendancy of Wireless Technologies in Continuous Health Surveillance
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Abstract

Guided by such relentless scientific curiosity, the field of wearable diagnostics has evolved from experimental concepts into sophisticated, organ-centric platforms capable of capturing rich physiological and biochemical data in real time. This review encapsulates the interdisciplinary transformation wherein bioelectronics, materials science, and artificial intelligence (AI) converge to create next-generation wearables that intimately interface with organs such as the brain, eyes, heart, skin, and lungs. Graphene-based imperceptible e-skins now enable neuromuscular signal acquisition with angular resolutions approaching ∼4° and signal fidelity exceeding traditional Ag/AgCl electrodes. AI-enhanced electroencephalographic (EEG) headbands decode motor intent with >92% accuracy in under 2 s, paving the way for real-time brain–computer interactions. Simultaneously, noninvasive microneedle arrays and sweat-interfacing chemosensors demonstrate femtomolar sensitivity for glucose, lactate, and even nucleic acids, boasting >80% correlation with gold-standard clinical assays. The domain has experienced a >60% increase in advanced functional materials-PEDOT: PSS hybrids, MXenes, oxide nanosheets-and a >70% rise in mechanical adaptability and miniaturization, dramatically expanding diagnostic possibilities in ambulatory environments. Dry electrode systems in smart eyewear, epidermal patches, and Virtual Reality (VR)-integrated systems now maintain <1.13 μV Root Mean Square (RMS) noise levels, 98–99% classification accuracy, and uninterrupted operation exceeding 12 hours, even in motion-rich conditions. As these intelligent, autonomous devices continue to shrink the gap between biological and digital systems, they are poised not merely to monitor health but to redefine human–machine symbiosis in the era of predictive and personalized medicine.

Keywords

wearable biosensors / smart health monitoring / dry electrode systems / artificial intelligence in healthcare / organ-centric diagnostics

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Simranjit Kaur, Tania Acharjee, Debashree Das, Monika Bhatia, Sushman Sharma, Ashish Patel, Dinesh Bhatia. Switching on Smart Care: The Ascendancy of Wireless Technologies in Continuous Health Surveillance. Smart Wearable Technology, 2025, 1 (1) : 52026811 DOI:10.47852/bonviewSWT52026811

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References

[1]

Adner, R., & Levinthal, D. (2001). Demand heterogeneity and technology evolution: Implications for product and process innovation. Management Science, 47(5), 611-628. https://doi.org/10.1287/mnsc.47.5.611.10482

[2]

Gao, Y., Li, H., & Luo, Y. (2015). An empirical study of wearable technology acceptance in healthcare. Industrial Management & Data Systems, 115(9), 1704-1723. https://doi.org/10.1108/IMDS-03-2015-0087

[3]

Tavakoli, M., Carriere, J., & Torabi, A. (2020). Robotics, smart wearable technologies, and autonomous intelligent systems for healthcare during the COVID-19 pandemic: An analysis of the state of the art and future vision. Advanced Intelligent Systems, 2(7), 2000071. https://doi.org/10.1002/aisy.202000071

[4]

Hernandez-Silveira, M., Ahmed, K., Ang, S.S., Zandari, F., Mehta, T., Weir, R., ..., & Brett, S.J. (2015). Assessment of the feasibility of an ultra-low power, wireless digital patch for the continuous ambulatory monitoring of vital signs. BMJ Open, 5(5), e006606. https://doi.org/10.1136/bmjopen-2014-006606

[5]

Zhang, T., Yu, Y., Lu, Y., Tang, H., Chen, K., Shi, J., ..., & Zheng, Y. (2026). Bridging biodegradable metals and biodegradable polymers: A comprehensive review of biodegradable metal-organic frameworks for biomedical application. Progress in Materials Science, 155, 101526. https://doi.org/10.1016/j.pmatsci.2025.101526

[6]

Hansen, L., & Nissenbaum, H. (2009). Digital disaster, cyber security, and the Copenhagen School. International Studies Quarterly, 53(4), 1155-1175. https://doi.org/10.1111/j.1468-2478.2009.00572.x

[7]

Kim, D.H., Lu, N., Ma, R., Kim, Y.S., Kim, R.H., Wang, S., ..., & Rogers, J.A. (2011). Epidermal electronics. Science, 333(6044), 838-843. https://doi.org/10.1126/science.1206157

[8]

Tee, B.C.-K., Wang, C., Allen, R., & Bao, Z. (2012). An electrically and mechanically self-healing composite with pressure-and flexion-sensitive properties for electronic skin applications. Nature Nanotechnology, 7(12), 825-832. https://doi.org/10.1038/nnano.2012.192

[9]

Kaur, P., Dhir, A., Chen, S., & Rajala, R. (2020). Understanding online regret experience using the theoretical lens of flow experience. Computers in Human Behavior, 57, 230-239. https://doi.org/10.1016/j.chb.2015.12.041

[10]

Rana, R.K., Kapoor, N., Kumar, D., Verma, M., & Taneja, G. (2024). Digital health revolution in India: Transforming health and medicine. Indian Journal of Community Medicine, 49(Suppl 2), S205-S209. https://doi.org/10.4103/ijcm.ijcm_803_24

[11]

Kapogianni, N.A., Sideraki, A., & Anagnostopoulos, C.N. (2025). Using smartwatches in stress management, mental health, and well-being: A systematic review. Algorithms, 18(7), 419. https://doi.org/10.3390/a18070419

[12]

Mishra, U.S., Yadav, S., & Joe, W. (2024). The Ayushman Bharat digital mission of India: An assessment. Health Systems & Reform, 10(2), 2392290. https://doi.org/10.1080/23288604.2024.2392290

[13]

Hanson, K., Kipnes, M., & Tran, H. (2024). Comparison of point accuracy between two widely used continuous glucose monitoring systems. Journal of Diabetes Science and Technology, 18(3), 598-607. https://doi.org/10.1177/19322968231225676

[14]

Lee, M.A., Song, M., Bessette, H., Davis, M.R., Tyner, T.E., & Reid, A. (2023). Use of wearables for monitoring cardiometabolic health: A systematic review. International Journal of Medical Informatics, 179, 105218. https://doi.org/10.1016/j.ijmedinf.2023.105218

[15]

Vo, D.K., & Trinh, K.T.L. (2024). Advances in wearable biosensors for healthcare: Current trends, applications, and future perspectives. Biosensors, 14(11), 560. https://doi.org/10.3390/bios14110560

[16]

Klier, K., Koch, L., Graf, L., Schinköthe, T., & Schmidt, A. (2023). Diagnostic accuracy of single-lead electrocardiograms using the Kardia Mobile App and the Apple Watch 4: Validation study. JMIR Cardio, 7, e50701. https://doi.org/10.2196/50701

[17]

Ronca, V., Martinez-Levy, A.C., Vozzi, A., Giorgi, A., Aricò, P., Capotorto, R., ..., & di Flumeri, G. (2023). Wearable technologies for electrodermal and cardiac activity measurements: A comparison between Fitbit Sense, Empatica E4 and Shimmer GSR3+. Sensors, 23(13), 5847. https://doi.org/10.3390/s23135847

[18]

Didyuk, O., Econom, N., Guardia, A., Livingston, K., & Klueh, U. (2021). Continuous glucose monitoring devices: Past, present, and future focus on the history and evolution of technological innovation. Journal of Diabetes Science and Technology, 15(3), 676-683. https://doi.org/10.1177/1932296819899394

[19]

Montes, J., Young, J.C., Tandy, R., & Navalta, J.W. (2018). Reliability and validation of the Hexoskin wearable bio-collection device during walking conditions. International Journal of Exercise Science, 11(7), 806-816. https://doi.org/10.70252/YPHF4748

[20]

Lee, S.P., Aranyosi, A.J., & Ghaffari, R. (2025). Wearable electrochemical biosensors for remote hydration and health management. Nature Reviews Electrical Engineering, 2(6), 371-372. https://doi.org/10.1038/s44287-025-00184-4

[21]

Chazal, E., Parmentier, A.L., Pili-Floury, S., Bouhaddi, M., Borot, S., Perrotti, A., ..., & du Mont, L.S. (2022). Perioperative blood glucose variability and autonomic nervous system activity in on-pump cardiac surgery patients: Study protocol of a single-center observational study. Medicine, 101(47), e31821. https://doi.org/10.1097/md.0000000000031821

[22]

Patel, V., Chesmore, A., Legner, C.M., & Pandey, S. (2022). Trends in workplace wearable technologies and connected-worker solutions for next-generation occupational safety, health, and productivity. Advanced Intelligent Systems, 4(1), 2100099. https://doi.org/10.1002/aisy.202100099

[23]

O’Grady, B., Lambe, R., Baldwin, M., Acheson, T., & Doherty, C. (2024). The validity of Apple Watch Series 9 and Ultra 2 for serial measurements of heart rate variability and resting heart rate. Sensors, 24(19), 6220. https://doi.org/10.3390/s24196220

[24]

Koohang, A., Nord, J.H., Ooi, K., Tan, G.W., Al-Emran, M., Aw, E.C., ..., & Wong, L. (2023). Shaping the metaverse into reality: A holistic multidisciplinary understanding of opportunities, challenges, and avenues for future investigation. Journal of Computer Information Systems, 63(3), 735-765. https://doi.org/10.1080/08874417.2023.2165197

[25]

Scholes, R.E., & Rabkin, E.S. (1977). Science fiction: History-science-vision. UK: Oxford University Press.

[26]

Schneegass, S., Olsson, T., Mayer, S., & van Laerhoven, K. (2016). Mobile interactions augmented by wearable computing: A design space and vision. International Journal of Mobile Human Computer Interaction, 8(4), 104-114. https://doi.org/10.4018/ijmhci.2016100106

[27]

Kennedy, H.L. (2006). The history, science, and innovation of Holter technology. Annals of Noninvasive Electrocardiology, 11(1), 85-94. https://doi.org/10.1111/j.1542-474X.2006.00067.x

[28]

Tudor-Locke, C., & Bassett, D.R. (2004). How many steps/day are enough? Preliminary pedometer indices for public health. Sports Medicine, 34(1), 1-8. https://doi.org/10.2165/00007256-200434010-00001

[29]

Park, S.M., & Kim, Y.G. (2022). A metaverse: Taxonomy, components, applications, and open challenges. IEEE Access, 10, 4209-4251. https://doi.org/10.1109/ACCESS.2021.3140175

[30]

Paulino, N., & Pessoa, L.M. (2022). Self-localization via circular Bluetooth 5.1 antenna array receiver. IEEE Access, 11, 365-395. https://doi.org/10.1109/ACCESS.2022.3233130

[31]

Wang, Z., Zhao, X., Yan, K., Zhang, P., Zhang, S., & Fan, H. (2025). Smart textiles for chronic disease management: Advancements, applications, and future prospects. Materials Science and Engineering R Reports, 164, 100987. https://doi.org/10.1016/j.mser.2025.100987

[32]

Davoudi, A., Urbanek, J.K., Etzkorn, L., Parikh, R., Soliman, E.Z., Wanigatunga, A.A., ..., & Chen, L.Y. (2024). Validation of a Zio XT patch accelerometer for the objective assessment of physical activity in the Atherosclerosis Risk in Communities (ARIC) study. Sensors, 24(3), 761. https://doi.org/10.3390/s24030761

[33]

Kumar, H., Bhaidasna, H., & Patel, K. (2025). Always on, always exposed: Survey on Bluetooth risks in wearable devices. IET Conference Proceedings, 2025(7), 300-306. https://doi.org/10.1049/icp.2025.1310

[34]

Frank, L.R., Galinsky, V.L., Krigolson, O., Tapert, S., Bickel, S., & Martinez, A. (2025). Imaging of brain electric field networks with spatially resolved EEG. eLife, 13, RP100123. https://doi.org/10.7554/eLife.100123.3

[35]

van Rheden, V., Harbour, E., Finkenzeller, T., & Meschtscherjakov, A. (2024). Into the rhythm: Evaluating breathing instruction sound experiences on the run with novice female runners. Multimodal Technologies and Interaction, 8(4), 25. https://doi.org/10.3390/mti8040025

[36]

Man, S., Maan, A.C., Schalij, M.J., & Swenne, C.A. (2015). Vectorcardiographic diagnostic & prognostic information derived from the 12-lead electrocardiogram: Historical review and clinical perspective. Journal of Electrocardiology, 48(4), 463-475. https://doi.org/10.1016/j.jelectrocard.2015.05.002

[37]

Tierney, M., Adeyemi, E.O., & Bommer, S. (2025). A systematic literature review: Cognitive workload assessment in human factors research. Advances in Human-Computer Interaction, 2025(1), 9313239. https://doi.org/10.1155/ahci/9313239

[38]

Bhullar, K.K., & Singh, N. (2024). From concept to cure: The life and legacy of Scipione Riva-Rocci. Cureus, 16(9), e70436. https://doi.org/10.7759/cureus.70436

[39]

Roguin, A. (2006). Rene Theophile Hyacinthe Laënnec (1781-1826): The man behind the stethoscope. Clinical Medicine & Research, 4(3), 230-235. https://doi.org/10.3121/cmr.4.3.230

[40]

Mandal, N.G. (2006). Respirometers including spirometer, pneumotachograph and peak flow meter. Anaesthesia & Intensive Care Medicine, 7(1), 1-5. https://doi.org/10.1383/anes.2006.7.1.1

[41]

Albayati, M.G., Dano, E.B., Rajamani, R., & Thompson, A.E. (2023). A model-based engineering approach for evaluating software-defined radio architecture. Systems, 11(9), 480. https://doi.org/10.3390/systems11090480

[42]

Dearing, C.G., & Paton, C.D. (2023). Is Stryd critical power a meaningful parameter for runners? Biology of Sport, 40(3), 657-664. https://doi.org/10.5114/biolsport.2023.118025

[43]

Guarducci, S., Jayousi, S., Caputo, S., & Mucchi, L. (2025). Key fundamentals and examples of sensors for human health: Wearable, non-continuous, and non-contact monitoring devices. Sensors, 25(2), 556. https://doi.org/10.3390/s25020556

[44]

Swetha, L., & Muneeswari, G. (2016). A survey on wearable computers: Human computer interface. In Proceedings of the International Conference on Informatics and Analytics, 23. https://doi.org/10.1145/2980258.2980305

[45]

Lopes, J.M., Silva, L.F., Massano-Cardoso, I., & Galhardo, A. (2025). Running towards a better brand attitude: How gamification in Nike Run Club can help? Journal of the Knowledge Economy, 16(4), 15427-15455. https://doi.org/10.1007/s13132-024-02398-7

[46]

Bravo-Zanoguera, M., Cuevas-González, D., Reyna, M.A., García-Vázquez, J.P., & Avitia, R.L. (2020). Fabricating a portable ECG device using AD823X analog front-end microchips and open-source development validation. Sensors, 20(20), 5962. https://doi.org/10.3390/s20205962

[47]

Cornett, J., O’Grady, A., Vouaillat, A., Michaud, J., Muret, F., Weatherholtz, W., ..., & Galchev, T. (2018). Continuous machine health monitoring enabled through self-powered embedded intelligence and communication. Journal of Physics: Conference Series, 1052(1), 012025. https://doi.org/10.1088/1742-6596/1052/1/012025

[48]

Backiyalakshmi, G., Snekhalatha, U., & Salvador, A.L. (2024). Recent advancements in non-invasive wearable electrochemical biosensors for biomarker analysis-A review. Analytical Biochemistry, 692, 115578. https://doi.org/10.1016/j.ab.2024.115578

[49]

Fung, E., Järvelin, M.R., Doshi, R.N., Shinbane, J.S., Carlson, S.K., Grazette, L.P., ..., & Peters, N.S. (2015). Electrocardiographic patch devices and contemporary wireless cardiac monitoring. Frontiers in Physiology, 6, 149. https://doi.org/10.3389/fphys.2015.00149

[50]

Wang, Y., Tang, Y., Wang, Q., Ge, M., Wang, J., Cui, X., ..., & Xu, S. (2025). Advances in brain computer interface for amyotrophic lateral sclerosis communication. Brain-X, 3(1), e70023. https://doi.org/10.1002/brx2.70023

[51]

Stanković, M., Hu, X., Ozer, A.A., & Karabiyik, U. (2025). How engaged are you? A forensic analysis of the Oura Ring Gen 3 application across iOS, Android, and Cloud platforms. International Journal of Information Security, 24(1), 24. https://doi.org/10.1007/s10207-024-00936-7

[52]

Zhou, S., Brady, B., & Anstey, K.J. (2025). Criterion validity of five open-source app-based cognitive and sensory tasks in an Australian adult life course sample aged 18 to 82: Labs without walls. Behavior Research Methods, 57(2), 69. https://doi.org/10.3758/s13428-024-02583-1

[53]

Zhou, L., Chen, S., Liu, J., Zhou, Z., Yan, Z., Li, C., ..., & Li, Z.A. (2025). When artificial intelligence (AI) meets organoids and organs-on-chips (OoCs): Game-changer for drug discovery and development. The Innovation Life, 3(1), 100115. https://doi.org/10.59717/j.xinn-life.2024.100115

[54]

Obianyo, C., Ezeamii, V.C., Idoko, B., Adeyinka, T., Ejembi, E.V., Idoko, J.E., ..., & Ugwu, O.J. (2024). The future of wearable health technology: From monitoring to preventive healthcare. World Journal of Biology Pharmacy and Health Sciences, 20(1), 36-55. https://doi.org/10.30574/wjbphs.2024.20.1.0709

[55]

Rawal, K., Acharya, A., & Soni, S. (2025). Embracing technological advancements: The transformation of healthcare services in the digital age. In C. Saini, N. Gupta, & A. Kumar (Eds.), Handbook of disruptive technologies: Operations, business, management, and healthcare (pp. 174-186). CRC Press. https://doi.org/10.1201/9781032700953-14

[56]

Lin, J., Peng, Z., Liu, Y., Ruiz-Zepeda, F., Ye, R., Samuel, E.L., ..., & Tour, J.M. (2014). Laser-induced porous graphene films from commercial polymers. Nature Communications, 5(1), 5714. https://doi.org/10.1038/ncomms6714

[57]

Bensalah, F., Pézard, J., Haddour, N., Erouel, M., Buret, F., & Khirouni, K. (2021). Carbon nano-fiber/PDMS composite used as corrosion-resistant coating for copper anodes in microbial fuel cells. Nanomaterials, 11(11), 3144. https://doi.org/10.3390/nano11113144

[58]

Krishna Prasad, N.V., Venkata Prasad, K., Ramesh, S., Phanidhar, S.V., Venkata Ratnam, K., Janardhan, S., ..., & Srinivas, K. (2020). Ceramic sensors: A mini-review of their applications. Frontiers in Materials, 7, 593342. https://doi.org/10.3389/fmats.2020.593342

[59]

Neri, L., Oberdier, M.T., van Abeelen, K.C., Menghini, L., Tumarkin, E., Tripathi, H., ..., & Halperin, H.R. (2023). Electrocardiogram monitoring wearable devices and artificial-intelligence-enabled diagnostic capabilities: A review. Sensors, 23(10), 4805. https://doi.org/10.3390/s23104805

[60]

Cosoli, G., Spinsante, S., Scardulla, F., D’Acquisto, L., & Scalise, L. (2021). Wireless ECG and cardiac monitoring systems: State of the art, available commercial devices and useful electronic components. Measurement, 177, 109243. https://doi.org/10.1016/j.measurement.2021.109243

[61]

Lee, M.B., Kramer, D.R., Peng, T., Barbaro, M.F., Liu, C.Y., Kellis, S., & Lee, B. (2019). Clinical neuroprosthetics: Today and tomorrow. Journal of Clinical Neuroscience, 68, 13-19. https://doi.org/10.1016/j.jocn.2019.07.056

[62]

Zhou, L., Guess, M., Kim, K.R., & Yeo, W.H. (2024). Skin-interfacing wearable biosensors for smart health monitoring of infants and neonates. Communications Materials, 5(1), 72. https://doi.org/10.1038/s43246-024-00511-6

[63]

Scardulla, F., Cosoli, G., Spinsante, S., Poli, A., Iadarola, G., Pernice, R., ..., & D’Acquisto, L. (2023). Photoplethysmograhic sensors, potential and limitations: Is it time for regulation? A comprehensive review. Measurement, 218, 113150. https://doi.org/10.1016/j.measurement.2023.113150

[64]

Wang, Y., Shen, N., Zhu, Z., Liu, J., Qi, X., Liu, Z., ..., & Xiang, H. (2025). Electrospun 3D nanofibrous materials and their applications in orthopaedics. Advanced Composites and Hybrid Materials, 8(1), 62. https://doi.org/10.1007/s42114-024-01120-0

[65]

Fink, P.L., Sayem, A.S.M., Teay, S.H., Ahmad, F., Shahariar, H., & Albarbar, A. (2021). Development and wearer trial of ECG-garment with textile-based dry electrodes. Sensors and Actuators A: Physical, 328, 112784. https://doi.org/10.1016/j.sna.2021.112784

[66]

Sahud, H., Berger, R.P., Hamm, M., Heineman, E., Cameron, F., Wasilewski, J., ..., & Muniz, G.B. (2025). Understanding parental choices related to infant sleep practices in the United States using a mixed methods approach. BMC Pediatrics, 25(1), 9. https://doi.org/10.1186/s12887-024-05332-7

[67]

Lospinoso, D., Colombelli, A., Pal, S., Cretì, P., Martucci, M.C., Giancane, G., ..., & Manera, M.G. (2025). Sustainable and flexible surface-enhanced Raman scattering transducer: Gold nanoparticle-bacterial cellulose composite for pesticide monitoring in agrifood systems. Biosensors, 15(2), 69. https://doi.org/10.3390/bios15020069

[68]

Vimalanathan, B., Thiyagarajan, D., Mary, R.N., Sachidanandam, M., Ignacimuthu, S., Gnanasampanthapandian, D., ..., & Palaniyandi, K. (2025). Composites of reduced graphene oxide based on silver nanoparticles and their effect on breast cancer stem cells. Bioengineering, 12(5), 508. https://doi.org/10.3390/bioengineering12050508

[69]

Peng, Y., Huang, H., Liu, H., Dong, J., Zhang, Y., Long, J., & Huang, Y. (2025). Robust triboelectric e-textile with semi-bonded bilayers for on-skin thermal regulation and self-powered motion monitoring. Advanced Fiber Materials, 7(4), 1165-1176. https://doi.org/10.1007/s42765-025-00546-5

[70]

Tseghai, G.B., Mengistie, D.A., Malengier, B., Fante, K.A., & van Langenhove, L. (2020). PEDOT:PSS-based conductive textiles and their applications. Sensors, 20(7), 1881. https://doi.org/10.3390/s20071881

[71]

Zhao, X., Yang, J., Zhao, Y., Zhai, W., Zhou, K., Zheng, G., ..., & Shen, C. (2024). Flexible pressure sensor based on CNTs/CB/PDMS sponge with porous and microdome structures for sitting posture discrimination. Chemical Engineering Journal, 502, 157878. https://doi.org/10.1016/j.cej.2024.157878

[72]

Kurra, N., Jiang, Q., Nayak, P., & Alshareef, H.N. (2019). Laser-derived graphene: A three-dimensional printed graphene electrode and its emerging applications. Nano Today, 24, 81-102. https://doi.org/10.1016/j.nantod.2018.12.003

[73]

Jiang, N., Chen, G., Zhou, F., Ma, B., Zhao, C., & Liu, H. (2024). A dual-mode wearable sensor with electrophysiological and pressure sensing for cuffless blood pressure monitoring. Journal of Materials Chemistry C, 12(39), 15915-15923. https://doi.org/10.1039/d4tc02494j

[74]

Phan, D.T., Phan, T.T.V., Huynh, T.C., Park, S., Choi, J., & Oh, J. (2022). Noninvasive, wearable multi biosensors for continuous, long-term monitoring of blood pressure via internet of things applications. Computers and Electrical Engineering, 102, 108187. https://doi.org/10.1016/j.compeleceng.2022.108187

[75]

Zhang, Y., Querney, J., Subramani, Y., Naismith, K., Singh, P., Fochesato, L.A., ..., & Nagappa, M. (2025). Biobeat monitor utilization in various healthcare settings: A systematic review. Digital Health, 11, 20552076251324012. https://doi.org/10.1177/20552076251324012

[76]

Yu, S., Sun, X., Liu, J., & Li, S. (2024). OECT-Inspired electrical detection. Talanta, 275, 126180. https://doi.org/10.1016/j.talanta.2024.126180

[77]

Keene, S.T., Fogarty, D., Cooke, R., Casadevall, C.D., Salleo, A., & Parlak, O. (2019). Wearable organic electrochemical transistor patch for multiplexed sensing of calcium and ammonium ions from human perspiration. Advanced Healthcare Materials, 8(24), 1901321. https://doi.org/10.1002/adhm.201901321

[78]

Dubey, H., Goldberg, J.C., Abtahi, M., Mahler, L., & Mankodiya, K. (2015). EchoWear: Smartwatch technology for voice and speech treatments of patients with Parkinson’s disease. In Proceedings of the Conference on Wireless Health, 15. https://doi.org/10.1145/2811780.2811957

[79]

Yu, Y., Liao, X., & Feng, W. (2025). Recent development of elastomer-based smart sensing materials and structures. Advanced Composites and Hybrid Materials, 8(1), 138. https://doi.org/10.1007/s42114-024-01168-y

[80]

Bergenstal, R.M., Klonoff, D.C., Garg, S.K., Bode, B.W., Meredith, M., Slover, R.H., ..., & Kaufman, F.R. (2013). Threshold-based insulin-pump interruption for reduction of hypoglycemia. New England Journal of Medicine, 369(3), 224-232. https://doi.org/10.1056/NEJMoa1303576

[81]

Shi, Y., Zhang, Z., Huang, Q., Lin, Y., & Zheng, Z. (2023). Wearable sweat biosensors on textiles for health monitoring. Journal of Semiconductors, 44(2), 021601. https://doi.org/10.1088/1674-4926/44/2/021601

[82]

Su, H., Usman, K.A.S., Nilghaz, A., Bu, Y., Tang, K., Dai, L., ..., & Li, J. (2024). Efficient energy generation from a sweat-powered, wearable, MXene-based hydroelectric nanogenerator. Device, 2(5), 100356. https://doi.org/10.1016/j.device.2024.100356

[83]

Singh, A.N., & Nam, K.W. (2025). Gel-based self-powered nanogenerators: Materials, mechanisms, and emerging opportunities. Gels, 11(6), 451. https://doi.org/10.3390/gels11060451

[84]

Han, Y.Q., Lei, Z.Y., & Wu, P.Y. (2025). MXene nanosheet-enhanced ionotronic hydrogels for wireless powering and noncontact sensing. Chinese Journal of Polymer Science, 43(4), 572-580. https://doi.org/10.1007/s10118-025-3253-6

[85]

Yusuf, A.A., Nwobodo-Nzeribe, N.H., Eze-Steven, P., & Nwabueze, C.N. (2025). Design and implementation of portable low-cost heart rate monitoring ECG system. Engineering and Technology Journal, 10(1), 3487-3492. https://doi.org/10.47191/etj/v10i01.05

[86]

Cay, G., Solanki, D., Al Rumon, M.A., Ravichandran, V., Fapohunda, K.O., & Mankodiya, K. (2024). SolunumWear: A smart textile system for dynamic respiration monitoring across various postures. iScience, 27(7), 110223. https://doi.org/10.1016/j.isci.2024.110223

[87]

Hu, Q., Zhang, Q., Lu, H., Wu, S., Zhou, Y., Huang, Q., ..., & Zhao, N. (2024). Contactless arterial blood pressure waveform monitoring with mmwave radar. In Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 8(4), 178. https://doi.org/10.1145/3699781

[88]

Kedambaimoole, V., Harsh, K., Rajanna, K., Sen, P., Nayak, M.M., & Kumar, S. (2022). MXene wearables: Properties, fabrication strategies, sensing mechanism and applications. Materials Advances, 3(9), 3784-3808. https://doi.org/10.1039/D1MA01170G

[89]

Lee, S., Ho, D.H., Jekal, J., Cho, S.Y., Choi, Y.J., Oh, S., ..., & Cho, J.H. (2024). Fabric-based lamina emergent MXene-based electrode for electrophysiological monitoring. Nature Communications, 15(1), 5974. https://doi.org/10.1038/s41467-024-49939-x

[90]

Kabiri Ameri, S., Ho, R., Jang, H., Tao, L., Wang, Y., Wang, L., ..., & Lu, N. (2017). Graphene electronic tattoo sensors. ACS Nano, 11(8), 7634-7641. https://doi.org/10.1021/acsnano.7b02182

[91]

Moein, A., Malekmohammadi, M., & Youssefi, K. (2010). An introduction to the next generation of radiology in the Web 2.0 world. In 26th Southern Biomedical Engineering Conference, 459-462. https://doi.org/10.1007/978-3-642-14998-6_117

[92]

Pang, C., Koo, J.H., Nguyen, A., Caves, J.M., Kim, M.G., Chortos, A., ..., & Bao, Z. (2015). Highly skin-conformal microhairy sensor for pulse signal amplification. Advanced Materials, 27(4), 634-640. https://doi.org/10.1002/adma.201403807

[93]

Lee, K., Kim, T., Im, S., Lee, Y.J., Jeong, S., Shin, H., ..., & Lee, S.H. (2025). A wearable stethoscope for accurate real-time lung sound monitoring and automatic wheezing detection based on an AI algorithm. Engineering, 53, 116-129. https://doi.org/10.1016/j.eng.2024.12.031

[94]

Tao, D., Su, P., Chen, A., Gu, D., Eginligil, M., & Huang, W. (2025). Electro-spun nanofibers-based triboelectric nanogenerators in wearable electronics: Status and perspectives. npj Flexible Electronics, 9(1), 4. https://doi.org/10.1038/s41528-024-00357-5

[95]

Zhang, Q., Soham, D., Liang, Z., & Wan, J. (2025). Advances in wearable energy storage and harvesting systems. Med-X, 3(1), 3. https://doi.org/10.1007/s44258-024-00048-w

[96]

Li, Y., Sun, Y., Lu, Q., Lu, Y., & Kong, D. (2024). Recent advances in stretchable and permeable electrodes for epidermal electronics. Advanced Sensor Research, 3(6), 2300195. https://doi.org/10.1002/adsr.202300195

[97]

Barja, A.M., Ryu, Y.K., Tarancón, S., Tejado, E., Hamada, A., Velasco, A., & Martinez, J. (2024). Laser-induced graphene strain sensors for body movement monitoring. ACS Omega, 9(37), 38359-38370. https://doi.org/10.1021/acsomega.3c09067

[98]

Park, S., Han, C.H., & Im, C.H. (2020). Design of wearable EEG devices specialized for passive brain-computer interface applications. Sensors, 20(16), 4572. https://doi.org/10.3390/s20164572

[99]

Sugden, R.J., Pham-Kim-Nghiem-Phu, V.L.L., Campbell, I., Leon, A., & Diamandis, P. (2023). Remote collection of electrophysiological data with brain wearables: Opportunities and challenges. Bioelectronic Medicine, 9(1), 12. https://doi.org/10.1186/s42234-023-00114-5

[100]

Choudhury, D., & Hussain, M.F. (2021). Neoproterozoic highly fractionated I-type granitoids of Shillong Plateau, Meghalaya, Northeast India: Geochemical constraints on their petrogenesis. Acta Geochimica, 40(1), 51-66. https://doi.org/10.1007/s11631-020-00410-w

[101]

Shin, J.W., Kim, D.J., Jang, T.M., Han, W.B., Lee, J.H., Ko, G.J., ..., & Hwang, S.W. (2024). Highly elastic, bioresorbable polymeric materials for stretchable, transient electronic systems. Nano-Micro Letters, 16(1), 102. https://doi.org/10.1007/s40820-023-01268-2

[102]

Zhao, Y., Zhang, Y., Liu, Z., Zhang, S., Song, D., Zhai, Y., ..., & Liu, N. (2023). Ultra-conductive and transparent epidermal electrodes for simultaneous dual-mode assessment of brain function. Chemical Engineering Journal, 476, 146628. https://doi.org/10.1016/j.cej.2023.146628

[103]

Lee, S., Shin, Y., Kumar, A., Kim, K., & Lee, H.N. (2019). Two-wired active spring-loaded dry electrodes for EEG measurements. Sensors, 19(20), 4572. https://doi.org/10.3390/s19204572

[104]

Frey, S., Lucchini, M.A., Kartsch, V., Ingolfsson, T.M., Bernardi, A.H., Segessenmann, M., ..., & Cossettini, A. (2025). GAPses: Versatile smart glasses for comfortable and fully-dry acquisition and parallel ultra-low-power processing of EEG and EOG. IEEE Transactions on Biomedical Circuits and Systems, 19(3), 616-628. https://doi.org/10.1109/TBCAS.2024.3478798

[105]

Ilkal, S.N., Munshi, S.S., Katarki, S., Kotwal, N., Chikkond, M., & Makandar, A. (2025). AI based facial recognition smart glass for visually impaired person. Saudi Journal of Engineering and Technology, 10(06), 270-276. https://doi.org/10.36348/sjet.2025.v10i06.003

[106]

Kaveh, R., Schwendeman, C., Pu, L., Arias, A.C., & Muller, R. (2024). Wireless ear EEG to monitor drowsiness. Nature Communications, 15(1), 6520. https://doi.org/10.1038/s41467-024-48682-7

[107]

Song, E. (2023). Soft, biocompatible materials and skin-like electronics as wearable devices: An interview with John A. Rogers. National Science Review, 10(1), nwac191. https://doi.org/10.1093/nsr/nwac191

[108]

Lee, B., Cho, H., Jeong, S., Yoon, J., Jang, D., Lee, D.K., ..., & Hong, Y. (2022). Stretchable hybrid electronics: Combining rigid electronic devices with stretchable interconnects into high-performance on-skin electronics. Journal of Information Display, 23(3), 163-184. https://doi.org/10.1080/15980316.2022.2070291

[109]

Xu, W., Cao, Y., Shi, H., Jia, X., Zheng, Y., Tan, Z., ..., & Wu, H. (2025). Skin-interfaced sweat monitoring patch constructed by flexible microfluidic capillary pump and Cu-MOF sensitized electrochemical sensor. Talanta, 291, 127895. https://doi.org/10.1016/j.talanta.2025.127895

[110]

Zhang, Y., Li, Z., Fan, X., Liu, Y., Li, Z., Zheng, Z., ..., & Mou, L. (2025). A fully integrated, non-invasive, and multimodal wearable device for sweat stimulation, collection and multiple physiological signals analysis. Chemical Engineering Journal, 505, 159209. https://doi.org/10.1016/j.cej.2025.159209

[111]

Srikantaprasad, G., & Mathew, N.T. (2023). Fabrication of microchannels for microfluidic devices using laser micromachining. Materials Today: Proceedings. Advance online publication. https://doi.org/10.1016/j.matpr.2023.08.289

[112]

Hossain, M.I., Zahid, M.S., Chowdhury, M.A., Hossain, M.M.M., Hossain, N., Islam, M.A., & Mobarak, M.H. (2024). Smart bandage: A device for wound monitoring and targeted treatment. Results in Chemistry, 7, 101292. https://doi.org/10.1016/j.rechem.2023.101292

[113]

Yu, Y. (2025). Managing complex intelligent systems: The coexistence of generativity and criticality. Sweden: Linköping University Electronic Press. https://doi.org/10.3384/9789180759984

[114]

Eltholth, A.A. (2023). Improved spectrum coexistence in 2.4 GHz ISM band using optimized chaotic frequency hopping for Wi-Fi and Bluetooth signals. Sensors, 23(11), 5183. https://doi.org/10.3390/s23115183

[115]

Yoo, S., Kim, S., Kim, E., Jung, E., Lee, K.H., & Hwang, H. (2018). Real-time location system-based asset tracking in the healthcare field: Lessons learned from a feasibility study. BMC Medical Informatics and Decision Making, 18(1), 80. https://doi.org/10.1186/s12911-018-0656-0

[116]

Edemekong, P.F., Annamaraju, P., Afzal, M., & Haydel, M.J. (2024). Health Insurance Portability and Accountability Act (HIPAA) compliance. In StatPearls. StatPearls Publishing.

[117]

Al-Fuqaha, A., Guizani, M., Mohammadi, M., Aledhari, M., & Ayyash, M. (2015). Internet of things: A survey on enabling technologies, protocols, and applications. IEEE Communications Surveys & Tutorials, 17(4), 2347-2376. https://doi.org/10.1109/COMST.2015.2444095

[118]

Kinghorn, A.D. (2004). Quality standards of Indian medicinal plants, Vol. 1 A. K. Gupta, coordinator (medicinal plants unit, Indian Council of Medical Research). Indian Council of Medicinal Research, Ansari Nagar, New Delhi, India. 2003. xvii + 262 pp. 20 × 27.5 cm. $40.00. ISBN-0972-7213. Journal of Natural Products, 67(4), 739-740. https://doi.org/10.1021/np030714y

[119]

Schlauderaff, A., & Boyer, K.C. (2019). An overview of Food and Drug Administration medical device legislation and interplay with current medical practices. Cureus, 11(5), e4627. https://doi.org/10.7759/cureus.4627

[120]

Aldosari, B. (2025). Cybersecurity in healthcare: New threat to patient safety. Cureus, 17(5), e83614. https://doi.org/10.7759/cureus.83614

[121]

Contardi, M. (2019). Changes in the medical device’s regulatory framework and its impact on the medical device’s industry: From the medical device directives to the medical device regulations. Erasmus Law Review, 12(2), 166-177. https://doi.org/10.5553/ELR.000139

[122]

Krzysztofek, M. (2019). GDPR: General Data Protection Regulation (EU) 2016/679: Post-reform personal data protection in the European Union. Netherlands: Wolters Kluwer.

[123]

Sharma, D., & Chandra, A. (2020). Medical device rules-2017, India: An insight. Applied Clinical Research, Clinical Trials and Regulatory Affairs, 7(2), 126-134. https://doi.org/10.2174/2666255813666190912114043

[124]

Garima, & Shreya. (2025). Data privacy and security in a globalized digital world: Legal perspectives on cross-border data flows. Journal of Informatics Education and Research, 5(3), 1-14. https://doi.org/10.52783/jier.v5i3.3188

[125]

Guided Solutions. (n.d.). FDA clears Propeller Health sensor to work with Symbocort inhaler. https://www.gsmedtech.com/GS/NewsDetails/FDA-clears-Propeller-Health-sensor-to-work-with-Symbocort-inhaler

[126]

Julme, S., & Khan, M. (2025). Pharmaceutico-analytical standardisation of Tripurabhairava Rasa and evaluation of its acute oral toxicity, antipyretic, and analgesic activities in Wistar albino rats: A research protocol of experimental study. Journal of Clinical & Diagnostic Research, 19(7), FK01-FK05. https://doi.org/10.7860/JCDR/2025/73537.21213

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