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IoT in healthcare: a review of services, applications, key technologies, security concerns, and emerging trends

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Abstract

The healthcare industry is experiencing a transformative impact from the Internet of Things (IoT) revolution, characterized by technological advancements, enhanced economic efficiency, and positive social implications. Through the seamless connection of healthcare providers, patients and medical devices, healthcare services are delivered with improved effectiveness and precision. This transformation empowers individuals to actively engage in their own healthcare management and has the potential to revolutionize medical treatments and preventive care, ultimately improving overall wellbeing on a global scale. In this context, this article provides a comprehensive literature review focused on IoT-based healthcare technologies. It systematically evaluates the existing research in a chronological manner, emphasizing the advancements and trends in the field. The study explores the evolution of IoT healthcare over time and assesses the healthcare services, applications, and industry trends associated with IoT-based healthcare solutions. Furthermore, the paper thoroughly analyzes the specific IoT security and privacy features required for smart healthcare, including security requirements, privacy and security, attack taxonomies, and threat models from a healthcare perspective. Additionally, the paper explores how innovative technologies like cloud computing, Blockchain, big data, ambient intelligence, and Radio Frequency Identification (RFID) can be leveraged in the smart healthcare environment. Finally, we discuss the challenges and open issues associated with IoT-based healthcare systems and provide avenues for future research based on the identified gaps.

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References

  1. Asghari P, Rahmani AM, Javadi HHS (2019) Internet of Things applications: A systematic review. Comput Netw 148:241–261

    Article  Google Scholar 

  2. Kashani MH, Madanipour M, Nikravan M, Asghari P, Mahdipour E (2021) A systematic review of IoT in healthcare: Applications, techniques, and trends. J Netw Comput Appl 192:103164

    Article  Google Scholar 

  3. Abdullayeva FJ (2022) Internet of Things-based healthcare system on patient demographic data in Health 4.0. CAAI Trans Intell Technol 7(4):644–657

    Article  MathSciNet  Google Scholar 

  4. Kaur P, Kumar R, Kumar M (2019) A healthcare monitoring system using random forest and internet of things (IoT). Multimed Tools Appl 78:19905–19916

    Article  Google Scholar 

  5. Spender A, Bullen C, Altmann-Richer L, Cripps J, Duffy R, Falkous C, Farrell M, Horn T, Wigzell J, Yeap W (2019) Wearables and the internet of things: Considerations for the life and health insurance industry. Br Actuar J 24

  6. Manavi SY, Nekkanti V, Choudhary RS, Jayapandian N (2020) Review on emerging Internet of Things technologies to fight the COVID-19. In: 2020 Fifth International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN). IEEE, pp 202–208

  7. Sehrawat D, Gill NS (2019) Smart sensors: Analysis of different types of IoT sensors. In: 2019 3rd International Conference on Trends in Electronics and Informatics (ICOEI). IEEE, pp 523–528

  8. Godi B, Viswanadham S, Muttipati AS, Samantray OP, Gadiraju SR (2020) E-healthcare monitoring system using IoT with machine learning approaches. In: 2020 international conference on computer science, engineering and applications (ICCSEA). IEEE, pp 1–5

  9. Ray PP, Dash D, De D (2019) Edge computing for Internet of Things: A survey, e-healthcare case study and future direction. J Netw Comput Appl 140:1–22

    Article  Google Scholar 

  10. Almotairi KH (2023) Application of internet of things in healthcare domain. J Umm Al-Qura Univ Eng Archit 14(1):1–12

    Article  Google Scholar 

  11. Abdulmalek S, Nasir A, Jabbar WA, Almuhaya MA, Bairagi AK, Khan MAM, Kee SH (2022) IoT-based healthcare-monitoring system towards improving quality of life: A review. In: Healthcare (vol 10, no 10, p 1993). MDPI

  12. Alenoghena CO, Ohize HO, Adejo AO, Onumanyi AJ, Ohihoin EE, Balarabe AI, ... Alenoghena B (2023) Telemedicine: a survey of telecommunication technologies, developments, and challenges. J Sens Actuat Netw 12(2):20

  13. Solanki N, Zope DRPH (2018) Smart pill box health care system. Int Res J Eng Technol (IRJET) 5(07)

  14. Najeeb PNJ, Rimna A, Safa KP, Silvana M, Adarsh TK (2018) Pill care-the smart pill box with remind, authenticate and confirmation function. In: 2018 International Conference on Emerging Trends and Innovations In Engineering and Technological Research (ICETIETR). IEEE, pp 1–5

  15. Ray PP, Dash D, Kumar N (2020) Sensors for internet of medical things: State-of-the-art, security and privacy issues, challenges and future directions. Comput Commun 160:111–131

    Article  Google Scholar 

  16. Man LCK, Na CM, Kit NC (2015) IoT-based asset management system for healthcare-related industries. Int J Eng Bus Manag 7:19

    Article  Google Scholar 

  17. Alagarsamy S, Kandasamy R, Subbiah L, Palanisamy S (2019) Applications of internet of things in pharmaceutical industry. Available at SSRN 3441099

  18. Meola A (2022) IoT healthcare in 2022: companies, medical devices, and use cases. Insider Intelligence. https://www.insiderintelligence.com/insights/iot-healthcare/. Accessed 01-03-2023

  19. Internet of Things [IoT] in healthcare market Size & trends, 2028 (n.d.) https://www.fortunebusinessinsights.com. https://www.fortunebusinessinsights.com/internet-of-things-iot-in-healthcare-market-102188. Accessed 15 Apr 2023

  20. Sidhu RK (2023) An overview of IoT for smart healthcare technologies. In: 2023 International Conference on Computational Intelligence and Sustainable Engineering Solutions (CISES). IEEE, pp 1–7

  21. Sunarti S, Rahman FF, Naufal M, Risky M, Febriyanto K, Masnina R (2021) Artificial intelligence in healthcare: opportunities and risk for future. Gac Sanit 35:S67–S70

    Article  PubMed  Google Scholar 

  22. Rusia K, Rai S, Rai A, Karatangi SVK (2021) Artificial intelligence and robotics: impact & open issues of automation in workplace. In: 2021 International conference on advance computing and innovative technologies in engineering (ICACITE). IEEE, pp 54–59

  23. Pradhan B, Bharti D, Chakravarty S, Ray SS, Voinova VV, Bonartsev AP, Pal K (2021) Internet of things and robotics in transforming current-day healthcare services. J Healthc Eng 2021:1–15

    Google Scholar 

  24. Ratta P, Kaur A, Sharma S, Shabaz M, Dhiman G (2021) Application of blockchain and internet of things in healthcare and medical sector: applications, challenges, and future perspectives. J Food Qual 2021:1–20

    Article  Google Scholar 

  25. Ng WY, Tan TE, Movva PV, Fang AHS, Yeo KK, Ho D,... Ting DSW (2021) Blockchain applications in health care for COVID-19 and beyond: a systematic review. Lancet Digit Health 3(12):e819–e829

  26. Jassim DA, Hreshee SS (2022) Internet of things in health care system: cloud computing review. In: 2022 5th International Conference on Engineering Technology and its Applications (IICETA). IEEE, pp 348–354

  27. Dineshkumar P, SenthilKumar R, Sujatha K, Ponmagal RS, Rajavarman VN (2016) Big data analytics of IoT based Health care monitoring system. In: 2016 IEEE Uttar Pradesh section international conference on electrical, computer and electronics engineering (UPCON). IEEE, pp 55–60

  28. Kashyap V, Kumar A, Kumar A, Hu YC (2022) A systematic survey on fog and iot driven healthcare: Open challenges and research issues. Electronics 11(17):2668

    Article  CAS  Google Scholar 

  29. Stoyanova M, Nikoloudakis Y, Panagiotakis S, Pallis E, Markakis EK (2020) A survey on the internet of things (IoT) forensics: challenges, approaches, and open issues. IEEE Commun Surv Tutorials 22(2):1191–1221

    Article  Google Scholar 

  30. Jovanović M, Baez M, Casati F (2020) Chatbots as conversational healthcare services. IEEE Internet Comput 25(3):44–51

    Article  Google Scholar 

  31. Bhuiyan MN, Rahman MM, Billah MM, Saha D (2021) Internet of things (IoT): a review of its enabling technologies in healthcare applications, standards protocols, security, and market opportunities. IEEE Internet Things J 8(13):10474–10498

    Article  Google Scholar 

  32. Farahani B, Firouzi F, Chakrabarty K (2020) Healthcare iot. In: Intelligent internet of things. Springer, Cham. pp 515–545

  33. Marques G, Pitarma R (2020) Promoting health and well-being using wearable and smartphone technologies for ambient assisted living through internet of things. In: Big data and networks technologies 3. Springer International Publishing. pp 12–22

  34. Marques G, Bhoi AK, Hareesha KS (eds) (2021) IoT in healthcare and ambient assisted living. Springer

    Google Scholar 

  35. Ullah K, Shah MA, Zhang S (2016) Effective ways to use Internet of Things in the field of medical and smart health care. In: 2016 international conference on intelligent systems engineering (ICISE). IEEE. pp 372–379

  36. Food and Drug Administration (1996) Guidance for industry E6 good clinical practice: consolidated guidance. http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/UCM073122.pdf. Accessed 10 Feb 2023

  37. Jara AJ, Belchi FJ, Alcolea AF, Santa J, Zamora-Izquierdo MA, Gómez-Skarmeta AF (2010) A pharmaceutical intelligent information system to detect allergies and adverse drugs reactions based on internet of things. In: 2010 8th IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops). IEEE. pp 809–812

  38. Yang G, Xie L, Mäntysalo M, Zhou X, Pang Z, Da Xu L,... Zheng LR (2014) A health-IoT platform based on the integration of intelligent packaging, unobtrusive bio-sensor, and intelligent medicine box.IEEE Trans Industr Inf 10(4):2180–2191

  39. Rohokale VM, Prasad NR, Prasad R (2011) A cooperative Internet of Things (IoT) for rural healthcare monitoring and control. In: 2011 2nd international conference on wireless communication, vehicular technology, information theory and aerospace & electronic systems technology (Wireless VITAE). IEEE. pp 1–6

  40. You L, Liu C, Tong S (2011) Community medical network (CMN): Architecture and implementation. In: 2011 Global Mobile Congress. IEEE. pp 1–6

  41. Wang W, Li J, Wang L, Zhao W (2011) The internet of things for resident health information service platform research. In IET International Conference on Communication Technology and Application (ICCTA 2011). IET. pp 631–635

  42. Vazquez-Briseno M, Navarro-Cota C, Nieto-Hipolito JI, Jimenez-Garcia E, Sanchez-Lopez JD (2012) A proposal for using the internet of things concept to increase children’s health awareness. In: CONIELECOMP 2012, 22nd International Conference on Electrical Communications and Computers. IEEE. pp 168–172

  43. Chung WY, Lee YD, Jung SJ (2008) A wireless sensor network compatible wearable u-healthcare monitoring system using integrated ECG, accelerometer and SpO 2. In: 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE. pp 1529–1532

  44. Castillejo P, Martinez JF, Rodriguez-Molina J, Cuerva A (2013) Integration of wearable devices in a wireless sensor network for an E-health application. IEEE Wirel Commun 20(4):38–49

    Article  Google Scholar 

  45. Sebestyen G, Hangan A, Oniga S, Gal Z (2014) eHealth solutions in the context of Internet of Things. In: 2014 IEEE International Conference on Automation, Quality and Testing, Robotics. IEEE. pp 1–6

  46. Adarsh A, Kumar B (2020) Wireless medical sensor networks for smart e-healthcare. In: intelligent data security solutions for e-Health applications. Academic Press. pp 275–292

  47. Wu T, Wu F, Qiu C, Redoute JM, Yuce MR (2020) A rigid-flex wearable health monitoring sensor patch for IoT-connected healthcare applications. IEEE Internet Things J 7(8):6932–6945

    Article  Google Scholar 

  48. Mishra S, Jain S (2020) Ontologies as a semantic model in IoT. Int J Comput Appl 42(3):233–243

    Google Scholar 

  49. Juneja S, Juneja A, Dhankhar A, Jain V (2021) IoT‐enabled effective healthcare monitoring system using semantic web. Semantic web for effective healthcare. pp 175–189

  50. Mohapatra S, Mohanty S, Mohanty S (2019) Smart healthcare: an approach for ubiquitous healthcare management using IoT. In: Big data analytics for intelligent healthcare management. Academic Press. pp 175–196

  51. Belani H, Šolić P, Perković T (2022) Towards ontology-based requirements engineering for IoT-supported well-being, aging and health. In: 2022 IEEE 30th International Requirements Engineering Conference Workshops (REW). IEEE. pp 65–74

  52. Abounassar EM, El-Kafrawy P, Abd El-Latif AA (2022) Security and interoperability issues with internet of things (IoT) in healthcare industry: A survey. Security and Privacy Preserving for IoT and 5G Networks: Techniques, Challenges, and New Directions. pp 159–189

  53. Gohar AN, Abdelmawgoud SA, Farhan MS (2022) A Patient-Centric Healthcare Framework Reference Architecture for Better Semantic Interoperability Based on Blockchain, Cloud, and IoT. IEEE Access 10:92137–92157

    Article  Google Scholar 

  54. Liu J, Yang L (2011) Application of Internet of Things in the community security management. In: 2011 third international conference on computational intelligence, communication systems and networks. IEEE. pp 314–318

  55. Xiao Y, Chen X, Li W, Liu B, Fang D (2013) An immune theory based health monitoring and risk evaluation of earthen sites with Internet of Things. In: 2013 IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber, Physical and Social Computing. IEEE. pp 378–382

  56. Inbamani A, Sakthi AS (2022) Internet of Things Embedded in Healthcare Applications. In: 2022 6th International Conference on Computing Methodologies and Communication (ICCMC). IEEE. pp 382–389

  57. Famá F, Faria JN, Portugal D (2022) An IoT-based interoperable architecture for wireless biomonitoring of patients with sensor patches. Internet of Things 19:100547

    Article  Google Scholar 

  58. Ranjan Y, Sankesara H, Conde P, Chang J, Rashid Z, Dobson RJ, A Folarin A (2022) RADAR-IoT: An open-source, interoperable and extensible IoT gateway framework for healthcare and beyond. In: Proceedings of the 2022 ACM International Joint Conference on Pervasive and Ubiquitous Computing. pp 102–104

  59. Indumathi J, Shankar A, Ghalib MR, Gitanjali J, Hua Q, Wen Z, Qi X (2020) Block chain based internet of medical things for uninterrupted, ubiquitous, user-friendly, unflappable, unblemished, unlimited health care services (bc IoMT u 6 hcs). IEEE Access 8:216856–216872

    Article  Google Scholar 

  60. Viswanathan H, Chen B, Pompili D (2012) Research challenges in computation, communication, and context awareness for ubiquitous healthcare. IEEE Commun Mag 50(5):92–99

    Article  Google Scholar 

  61. Temdee P, Prasad R, Temdee P, Prasad R (2018) Context-aware middleware and applications. Context-aware communication and computing: applications for smart environment. pp 127–148

  62. Maqbool S, Iqbal MW, Naqvi MR, Arif KS, Ahmed M, Arif M (2020) IoT based remote patient monitoring system. In: 2020 International Conference on Decision Aid Sciences and Application (DASA). IEEE. pp 1255–1260

  63. Majeed JH, Aish Q (2021) A remote patient monitoring based on WBAN implementation with internet of thing and cloud server. Bull Electr Eng Inf 10(3):1640–1647

    Google Scholar 

  64. Jain P, Joshi AM, Mohanty SP (2019) iGLU: An intelligent device for accurate noninvasive blood glucose-level monitoring in smart healthcare. IEEE Consum Electron Mag 9(1):35–42

    Article  Google Scholar 

  65. Joshi AM, Jain P, Mohanty SP, Agrawal N (2020) iGLU 2.0: A new wearable for accurate non-invasive continuous serum glucose measurement in IoMT framework. IEEE Trans Consum Electr 66(4):327–335

    Article  Google Scholar 

  66. Kaur P, Saini HS, Kaur B (2022) Modelling of IoT-WSN enabled ECG monitoring system for patient queue updation. Int J Adv Comput Sci Appl 13(8)

  67. Lv W, Guo J (2021) Real-time ECG signal acquisition and monitoring for sports competition process oriented to the Internet of Things. Measurement 169:108359

    Article  Google Scholar 

  68. Serhani MA, El Kassabi HT, Ismail H, Nujum Navaz A (2020) ECG monitoring systems: Review, architecture, processes, and key challenges. Sensors 20(6):1796

  69. Xu G (2020) IoT-assisted ECG monitoring framework with secure data transmission for health care applications. IEEE Access 8:74586–74594

    Article  Google Scholar 

  70. Morello R, Ruffa F, Jablonski I, Fabbiano L, De Capua C (2022) An IoT based ECG system to diagnose cardiac pathologies for healthcare applications in smart cities. Measurement 190:110685

    Article  Google Scholar 

  71. Adi PDP, Kitagawa A (2019) ZigBee Radio Frequency (RF) performance on Raspberry Pi 3 for Internet of Things (IoT) based blood pressure sensors monitoring. Int J Adv Comp Sci Appl (IJACSA) 10(5):18–27

    Google Scholar 

  72. Hashim N, Norddin N, Idris F, Yusoff SNIM, Zahari M (2020) IoT blood pressure monitoring system. Indonesian J Electr Eng Comp Sci 19(3):1384–1390

    Article  Google Scholar 

  73. Guan ZJ (2013) Internet-of-Things human body data blood pressure collecting and transmitting device. Chinese Patent 202(821):362

    Google Scholar 

  74. Karimpour N, Karaduman B, Ural A, Challenger M, Dagdeviren O (2019) Iot based hand hygiene compliance monitoring. In: 2019 International Symposium on Networks, Computers and Communications (ISNCC). IEEE. pp 1–6

  75. Wu F, Wu T, Zarate DC, Morfuni R, Kerley B, Hinds J,... Yuce MR (2020) An autonomous hand hygiene tracking sensor system for prevention of hospital associated infections. IEEE Sens J 21(13):14308–14319

  76. Aryanto IKAA, Wijaya IP, Hendrawan INR, Aryanto KYE (2021) A prototype IoT based technology for body temperature monitoring. In: 2021 3rd International Conference on Cybernetics and Intelligent System (ICORIS). IEEE. pp 1–6

  77. Sudha S, Shruthi P, Sharanya M (2018) IoT based measurement of body temperature using max30205. Int Res J Eng Technol 5:3913–3915

    Google Scholar 

  78. Jian Z, Zhanli W, Zhuang M (2012) Temperature measurement system and method based on home gateway. Chinese Patent 102811185

  79. Chen Q, Tang L (2020) A wearable blood oxygen saturation monitoring system based on bluetooth low energy technology. Comput Commun 160:101–110

    Article  Google Scholar 

  80. Tham OY, Markom MA, Bakar AA, Tan EMM, Markom AM (2020) IoT health monitoring device of oxygen saturation (SpO2) and heart rate level. In: 2020 1st International conference on information technology, advanced mechanical and electrical engineering (ICITAMEE). IEEE. pp 128–133

  81. Fan YJ, Yin YH, Da Xu L, Zeng Y, Wu F (2014) IoT-based smart rehabilitation system. IEEE Trans Industr Inf 10(2):1568–1577

    Article  Google Scholar 

  82. Fezazi ME, Aqil M, Jbari A, Jilbab A (2019) Iot-based knee rehabilitation system for inclusive smart city. In: Proceedings of the 4th International Conference on Smart City Applications. pp 1–6

  83. Lin DY (2013) Integrated Internet of Things application system for prison. Chinese Patent 102(867):236

    Google Scholar 

  84. Guangnan Z, Penghui LJCP (2012) IoT (Internet of Things) control system facing rehabilitation training of hemiplegic patients. Chinese patent 202(587):045

    Google Scholar 

  85. Yue-Hong Y, Wu F, Jie FY, Jian L, Chao X, Yi Z (2014) Remote medical rehabilitation system in smart city. Chinese Patent 103(488):880

    Google Scholar 

  86. Dyslexia reading program, learning disabilities, mental retardation. Auto Train Brain. https://autotrainbrain.com/. Accessed 5 Sep 2023

  87. Pang Z, Tian J, Chen Q (2014) Intelligent packaging and intelligent medicine box for medication management towards the Internet-of-Things. In: 16th international conference on advanced communication technology. IEEE. pp 352–360

  88. Albert Health assistant - apps on Google Play. Google. https://play.google.com/store/apps/details?id=albert.health. Accessed 5 Sep 2023

  89. Muangmeesri B, Wisaeng K (2022) IoT-Based Discomfort Monitoring and a Precise Point Positioning Technique System for Smart Wheelchairs. Appl Syst Innov 5(5):103

    Article  Google Scholar 

  90. Akhund TMNU, Roy G, Adhikary A, Ashraful Alam M, Newaz NT, Rana Rashel M, Abu Yousuf M (2021) Snappy wheelchair: An iot-based flex controlled robotic wheel chair for disabled people. In: Information and Communication Technology for Competitive Strategies (ICTCS 2020) Intelligent Strategies for ICT. Springer, Singapore. pp 803–812

  91. Gayat E, Bodin A, Sportiello C, Boisson M, Dreyfus JF, Mathieu E, Fischler M (2011) Performance evaluation of a noninvasive hemoglobin monitoring device. Ann Emerg Med 57(4):330–333

    Article  PubMed  Google Scholar 

  92. Gupta A, Chakraborty C, Gupta B (2019) Medical information processing using smartphone under IoT framework. Energy Conservation for IoT Devices: Concepts, Paradigms and Solutions. pp 283–308

  93. Mosa ASM, Yoo I, Sheets L (2012) A systematic review of healthcare applications for smartphones. BMC Med Informat Decision-Making 12:67

    Article  Google Scholar 

  94. Sushames A, Edwards A, Thompson F, McDermott R, Gebel K (2016) Validity and reliability of Fitbit Flex for step count, moderate to vigorous physical activity and activity energy expenditure. PLoS ONE 11(9):e0161224

    Article  PubMed  PubMed Central  Google Scholar 

  95. Polignano M, Narducci F, de Gemmis M, Semeraro G (2021) Towards emotion-aware recommender systems: an affective coherence model based on emotion-driven behaviors. Expert Syst Appl 170:114382

    Article  Google Scholar 

  96. van Genugten CR, Schuurmans J, van Ballegooijen W, Hoogendoorn AW, Smit JH, Riper H (2021) Discovering different profiles in the dynamics of depression based on real–time monitoring of mood: a first exploration. Internet Interv 26:100437

    Article  PubMed  PubMed Central  Google Scholar 

  97. Verma V, Chowdary V, Gupta MK, Mondal AK (2018) IoT and robotics in healthcare. In: Medical big data and internet of medical things. CRC Press. pp 245–269

  98. Dixit P, Payal M, Goyal N, Dutt V (2021) Robotics, AI and IoT in medical and healthcare applications. AI and IoT‐Based Intelligent Automation in Robotics 53–73

  99. Ribeiro O, Gomes L, Vale Z (2022) IoT-Based human fall detection system. Electronics 11(4):592

    Article  Google Scholar 

  100. Karar ME, Shehata HI, Reyad O (2022) A survey of IoT-based fall detection for aiding elderly care: Sensors, methods, challenges and future trends. Appl Sci 12(7):3276

    Article  CAS  Google Scholar 

  101. Gupta A, Srivastava R, Gupta H, Kumar B (2020) IoT based fall detection monitoring and alarm system for elderly. In: 2020 IEEE 7th Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON). IEEE. pp 1–5

  102. Tun SYY, Madanian S, Mirza F (2021) Internet of things (IoT) applications for elderly care: a reflective review. Aging Clin Exp Res 33:855–867

    Article  PubMed  Google Scholar 

  103. Pinto S, Cabral J, Gomes T (2017) We-care: An IoT-based health care system for elderly people. In: 2017 IEEE International Conference on Industrial Technology (ICIT). IEEE. pp 1378–1383

  104. Malik N, Malik SK (2020) Using IoT and semantic web technologies for healthcare and medical sector. In: Ontology‐based information retrieval for healthcare systems. pp 91–115

  105. Edisse | Team members | digital health startup | healthtech alpha (n.d.) https://www.healthtechalpha.com/venture/edisse/team. Accessed 04 May 2023

  106. Smart scales, watches and health monitoring devices. Withings (n.d.) https://www.withings.com/in/en/. Accessed 04 May 2023

  107. MIPlatform: Start earning money with millions of traders worldwide. MIPlatform | Start earning money with millions of traders worldwide (n.d.) https://mininginvestmentsplatform.com/. Accessed 04 May 2023

  108. About. _Neusoft. (n.d.) https://www.neusoft.com/About/. Accessed 04 May 2023

  109. Angel - the first open sensor for health and fitness. Indiegogo (n.d.) https://www.indiegogo.com/projects/angel-the-first-open-sensor-for-health-and-fitness#. Accessed 04 May 2023

  110. Support iHealth Feel Wireless Blood Pressure Monitor - iHealth® Offici (n.d.) IHealth Labs Inc. https://ihealthlabs.com/pages/wireless-blood-pressure-monitor. Accessed 04 May 2023

  111. Basis launches heart rate monitor and health tracker (2011) VentureBeat. https://venturebeat.com/business/basis-launches-heart-rate-monitor-and-health-tracker/. Accessed 01 Apr 2023

  112. Daniel (2015) Phyode health wristband. Appcessories. http://www.appcessories.co.uk/phyode-health-wristband/. Accessed 04 May 2023

  113. Healthcare Service Hub connecting patients with doctors and other healthcare professionals to deliver virtual and in-person services (n.d.) Rijuven. https://www.rijuven.com/. Accessed 04 May 2023

  114. Hanscom G (2016) Nike’s play in the digitization of fitness. Technology and operations management. https://d3.harvard.edu/platform-rctom/submission/nikes-play-in-the-digitization-of-fitness/. Accessed 10 Apr 2023

  115. Ibitz (n.d.) MobiHealthNews. https://www.mobihealthnews.com/tag/ibitz. Accessed 04 May 2023

  116. Reemo Watch. Available: http://www.getreemo.com. Accessed 8 Dec 2022

  117. Haloband: Control your smartphone with simple wrist move. Available: http://www.haloband.me. Accessed 8 Dec 2022

  118. Amiigo (n.d.) Wearables.com. https://wearables.com/collections/amiigo. Accessed 04 May 2023.

  119. Samsung Gear Fit (2021) Wikipedia. https://en.wikipedia.org/wiki/Samsung_Gear_Fit#:~:text=It%20features%20a%201.84-inch%20Super%20AMOLED%20display%20with. Accessed 04 May 2023

  120. Fitbug – The best products that track your health (n.d.) https://www.fitbug.com/us/orb. Accessed 04 May 2023

  121. Omate – Omate designs and manufactures Wearable-as-a-Service solution for people who need of protection including seniors, kids and lone workers (2023) http://www.omate.com. Accessed 04 May 2023

  122. memi.com (n.d.) Bing. https://www.bing.com/search?q=memi.com&qs=n&form=QBRE&sp=-1&lq=0&pq=memi.com&sc=10-8&sk=&cvid=2FE6A049DFD7439CB0E9A06DA95B22D8&ghsh=0&ghacc=0&ghpl=. Accessed 04 May 2023

  123. Melon Headband aims to measure mental focus (2013) New Atlas. https://newatlas.com/melon-headband-eeg-mental-focus/27518/#:~:text=The%20Melon%20is%20a%20personal%20EEG%20device%20whose. Accessed 01 Mar 2023

  124. Fitbit Force Wireless Activity+Sleep Wristband Review (n.d.) https://www.digit.in/reviews/general/fitbit-force-wireless-activity-sleep-wristband-review-3184.html. Accessed 04 May 2023

  125. Ci (2014) Olive: Wearable to manage stress + app -. IPhoneNess. https://www.iphoneness.com/cool-finds/olive-wearable/#:~:text=Olive%3A%20Wearable%20To%20Manage%20Stress%20%2B%20App.%20It. Accessed 04 May 2023

  126. adidas Runtastic: adidas running & adidas training apps (n.d.) https://www.runtastic.com, https://www.runtastic.com/orbit. Accessed 04 May 2023

  127. RunScribe - Wearable IMU - Gait Analysis (n.d.) RunScribe. http://www.runscribe.com. Accessed 04 May 2023

  128. Micoach Smart Ball wiki (n.d.) Bing. https://www.bing.com/search?q=Micoach+Smart+Ball+wiki&cvid=7d87938b611b4c16a15a447695e8e88d&aqs=edge..69i57j0.2287j0j9&FORM=ANAB01&PC=U531. Accessed 04 May 2023

  129. Reebook Checklight (n.d.) Bing. https://www.bing.com/search?q=Reebook+Checklight&cvid=79becb88a4e24f9baacbc655706ef6e7&aqs=edge..69i57j0.731j0j4&FORM=ANAB01&PC=U531. Accessed 04 May 2023

  130. OMsignal - Products, Competitors, Financials, Employees, Headquarters Locations (n.d.) https://www.cbinsights.com/company/omsignal#:~:text=About%20OMsignal%20OMsignal%20designs%20Biometric%20Smartwear%20that%20tells.. Accessed 04 May 2023

  131. Vessyl (2022) Wikipedia. https://en.wikipedia.org/wiki/Vessyl. Accessed 04 May 2023

  132. owvlet official about (n.d.) Bing. https://owletbabycare.co.uk/products/owlet-smart-sock. Accessed 04 May 2023

  133. Fisher Price Baby Gear & Toys | Mattel (n.d.) Mattel Shop. http://www.sproutling.com. Accessed 04 May 2023

  134. AliveCor (n.d.) http://www.alivecor.com. Accessed 04 May 2023

  135. NutriCrystal tracks nutrient consumption (n.d.) Bing. https://www.bing.com/search?q=NutriCrystal+tracks+nutrient+consumption+&qs=n&form=QBRE&sp=-1&lq=0&pq=nutricrystal+tracks+nutrient+consumption+&sc=10-41&sk=&cvid=5372C68BCF77459FA493513976389765&ghsh=0&ghacc=0&ghpl. Accessed 04 May 2023

  136. Menstrual Cycle Tracker | Basal Temp Charting Tool (n.d.) https://www.tempdrop.com/?%20variant=767520619. Accessed 04 May 2023

  137. Inc, A (n.d.) Vitality GlowCaps utilize AT&T wireless network to improve prescription medication adherence. https://www.prnewswire.com/news-releases/vitality-glowcaps-utilize-att-wireless-network-to-improve-prescription-medication-adherence-88902737.html. Accessed 04 May 2023

  138. Mimo Track uses a smartphone to monitor a newborns body temperature respiration posture and a (n.d.) Bing. https://www.bing.com/search?q=%E2%80%A2+Mimo+Track+uses+a+smartphone+to+monitor+a+newborn%27s+body+temperature%2C+respiration%2C+posture%2C+and+a&cvid=d6938e94825f4560b749bf0dbd89a2c2&aqs=edge..69i57j0.956j0j4&FORM=ANAB01&PC=U531. Accessed 04 May 2023

  139. Preventice introduces BodyGuardian remote patient monitoring system (n.d.), http://www.pharmabiz.com/NewsDetails.aspx?aid=75325&sid=2#:~:text=The%20BodyGuardian%20System%20uses%20sophisticated%20algorithms%20to%20support. Accessed 04 May 2023

  140. Medtronic (n.d.) Our company | Medtronic. https://www.medtronic.com/in-en/our-company.html. Accessed 04 May 2023

  141. Boston Scientific (2022) About Us - Boston Scientific. https://www.bostonscientific.com/en-US/about-us.html. Accessed 04 May 2023

  142. OMRON Global (n.d.) OMRON global. https://www.omron.com/global/en/. Accessed 04 May 2023

  143. “Our company,” Biotronik.com. Available: https://www.biotronik.com/en-us/about-us/our-company. Accessed on 13 Oct 2022

  144. Cisco - Global Home Page (n.d.) Cisco. http://www.cisco.com/. Accessed 04 May 2023

  145. Health Solutions From Microsoft. %5BOnline%5D. Available on https://www.bing.com/search?q=Health+Solutions+From+Microsoft.+%5BOnline%5D.+Available%3A+http%3A%2F%2Fwww.microsoft.com%2Fwindowsembedded%2Fen-us%2Fhealthcare.aspx&cvid=6f8071c4f3f448cca29f43ae1ec8eba5&aqs=edge..69i57j69i64.422j0j9&FORM=ANAB01&PC=U531. Accessed 04 May 2023

  146. physical-web | The Physical Web: walk up and use anything (n.d.) Kandi.openweaver.com. https://kandi.openweaver.com/java/google/physical-web. Accessed 04 May 2023

  147. healthcare samsung (n.d.) Bing. https://www.bing.com/search?q=healthcare+samsung&qs=n&form=QBRE&sp=-1&lq=0&pq=healthcaresamsung.com%2Fus%2Fglobalinnovation%2Finnovation_areas%2C&sc=0-59&sk=&cvid=CDA2DE3737274036911652726303C2D9&ghsh=0&ghacc=0&ghpl=s. Accessed 04 May 2023

  148. A teardown of qualcomm’s 2net hub (2014) Mddionline.com. https://www.mddionline.com/digital-health/teardown-qualcomms-2net-hub. Accessed 04 May 2023

  149. Healthcare and Life Sciences Technology (n.d.) Intel. https://www.intel.com/content/www/us/en/healthcare-it/healthcare-overview.html. Accessed 04 May 2023

  150. IBM - United States (2015) Ibm.com. https://www.ibm.com/smarterplanet/us/en/. Accessed 04 May 2023

  151. Memorial Hermann Healthcare System Company Insights, Tech Stack, and Competitors | 6sense (n.d.) 6sense.com. https://6sense.com/company/memorial-hermann-healthcare system/5b8916dd7c866675e511563f. Accessed 04 May 2023

  152. Industrial Solutions (n.d.) Wind river. available on https://www.windriver.com/solutions/industrial. Accessed 04 May 2023

  153. AG, D. T. (n.d.) Home. available on https://www.telekom.com/en. Accessed 04 May 2023

  154. mHealth (n.d.) Mobile for development. available on http://www.gsma.com/connectedliving/mhealth. Accessed 04 May 2023

  155. Key Capabilities of Thingworx Edge Product Portfolio that Enable Successful IIoT Deployments (n.d.) https://www.ptc.com/en/blogs/iiot/5-key-capabilities-of-thingworx-edge-product-portfolio. Accessed 04 May 2023

  156. Challenge M2M Connectivity Plays Important Role for Patients Awaiting Heart Transplant Worldwide. (n.d.). Available on https://ww1.prweb.com/prfiles/2015/04/22/12673709/Numerex%20Press%20Release.pdf. Accessed 04 May 2023

  157. About Us - Suffescom Solutions (n.d.) available on https://www.suffescom.com/about-us. Accessed 04 May 2023

  158. Press Release - Advancing M2M adoption in the healthcare industry is transforming medical and personal health devices, business models and patient engagement (n.d.) Machinaresearch.com. Retrieved May 4, 2023, from https://machinaresearch.com/news/press-release-advancing-m2m-adoption-in-the-healthcare-industry-is-transforming-medical-and-personal-health-devices-business-models-and-patient-engagement/. Accessed 04 May 2023

  159. About | Oneteam Healthcare Services (n.d.) available on https://oneteamhealthcare.co.uk/about/. Accessed 04 May 2023

  160. Healthcare (n.d.) Aeris. available on https://www.aeris.com/industries/healthcare/. Accessed 04 May 2023

  161. Everything to know about mHealth Apps (2021) Dogtown media. https://www.dogtownmedia.com/everything-to-know-about-mhealth-apps/. Accessed 04 May 2023

  162. Eurotech provides advances in Healthcare Technology (n.d.), https://www.eurotech.com/en/story/eurotech-provides-advances-in-healthcare-technology. Accessed 04 May 2023

  163. Healthcare (n.d.) Mobiweb. available on https://mobiwebtech.com/healthcare-app-development-company/healthcare-3/. Accessed 04 May 2023

  164. Custom Healthcare Software Development Company - ELEKS (n.d.) ELEKS - Software engineering, enterprise software development, consulting. available on https://eleks.com/industries/healthcare-software/. Accessed 04 May 2023

  165. Feehan LM, Geldman J, Sayre EC, Park C, Ezzat AM, Yoo JY, ... Li LC (2018) Accuracy of Fitbit devices: systematic review and narrative syntheses of quantitative data. JMIR mHealth uHealth 6(8):e10527

  166. Ramprabu sV, dhanajeyan cS, krishna cH, ahamed mH Aws a global leader in healthcare information technology

  167. About (n.d.) Nanox. Available at: https://www.nanox.vision/about. Accessed 09 Sept 2023

  168. Philips Healthcare: About (no date) Philips. Available at: https://www.usa.philips.com/healthcare/about. Accessed 9 Sept 2023

  169. Kaur M, AlZubi AA, Singh D, Kumar V, Lee H-N (2023) Lightweight biomedical image encryption approach. In: IEEE Access, vol 11, pp 74048–74057. https://doi.org/10.1109/ACCESS.2023.3294570

  170. Pearlman S (2019) What is data integrity and why is it important?. What data integrity isn, 2019

  171. Bienkowski T (2018) GDPR is explicit about protecting availability. https://www.netscout.com/blog/gdpr-availability-protection. Accessed 04 May 2023

  172. Halak B, Zwolinski M, Mispan MS (2016) Overview of PUF-based hardware security solutions for the Internet of Things. In: 2016 IEEE 59th International Midwest Symposium on Circuits and Systems (MWSCAS). IEEE. pp 1–4

  173. Saeedi R, Purath J, Venkatasubramanian K, Ghasemzadeh H (2014) Toward seamless wearable sensing: Automatic on-body sensor localization for physical activity monitoring. In: 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE. pp 5385–5388

  174. Raza S, Wallgren L, Voigt T (2013) SVELTE: Real-time intrusion detection in the Internet of Things. Ad Hoc Netw 11(8):2661–2674

    Article  Google Scholar 

  175. Kephart JO, Chess DM (2003) The vision of autonomic computing. Computer 36(1):41–50

    Article  MathSciNet  Google Scholar 

  176. de Almeida FM (2015) Admilson de Ribamar Lima Ribeiro, and Edward David Moreno. An architecture for self-healing in internet of things. UBICOMM, 2015, 89

  177. Kim JY, Hu W, Shafagh H, Jha S (2016) Seda: Secure over-the-air code dissemination protocol for the internet of things. IEEE Trans Dependable Secure Comput 15(6):1041–1054

    Article  ADS  Google Scholar 

  178. Spacey J (2016) Backward compatibility vs forward compatibility. https://simplicable.com/new/backward-compatibility-vs-forward-compatibility. Accessed 03 Mar 2023

  179. Bromwich M, Bromwich R (2016) Privacy risks when using mobile devices in health care. CMAJ 188(12):855–856

    Article  PubMed  PubMed Central  Google Scholar 

  180. Crilly P, Muthukkumarasamy V (2010) Using smart phones and body sensors to deliver pervasive mobile personal healthcare. In: 2010 Sixth International Conference on Intelligent Sensors, Sensor Networks and Information Processing. IEEE. pp 291–296

  181. Kogetsu A, Ogishima S, Kato K (2018) Authentication of patients and participants in health information exchange and consent for medical research: a key step for privacy protection, respect for autonomy, and trustworthiness. Front Genet 9:167

    Article  PubMed  PubMed Central  Google Scholar 

  182. Azeez NA, Van der Vyver C (2019) Security and privacy issues in e-health cloud-based system: A comprehensive content analysis. Egypt Inform J 20(2):97–108

    Article  Google Scholar 

  183. Raposo VL (2015) Electronic health records: is it a risk worth taking in healthcare delivery? GMS Health Technol Assess 11:Doc02. https://doi.org/10.3205/hta000123

  184. Goyal V, Pandey O, Sahai A, Waters B (2006) Attribute-based encryption for fine-grained access control of encrypted data. In: Proceedings of the 13th ACM conference on Computer and communications security. pp 89–98

  185. Murugesan S, Bojanova I (eds) (2016) Encyclopedia of cloud computing. John Wiley & Sons

    Google Scholar 

  186. Di Vimercati SDC, Foresti S, Jajodia S, Paraboschi S, Samarati P (2007) Over-encryption: Management of access control evolution on outsourced data. In: Proceedings of the 33rd international conference on Very large data bases. pp 123–134

  187. Blaze M, Bleumer G, Strauss M (1998) Divertible protocols and atomic proxy cryptography. In International conference on the theory and applications of cryptographic techniques. Springer, Berlin, Heidelberg. pp 127–144

  188. Kumar R, Mukesh R (2013) State of the art: Security in wireless body area networks. Int J Comp Sci Eng Technol (IJCSET) 4(05):622–630

    Google Scholar 

  189. Boukerche A, Ren Y (2009) A secure mobile healthcare system using trust-based multicast scheme. IEEE J Sel Areas Commun 27(4):387–399

    Article  Google Scholar 

  190. Kumar P, Lee HJ (2011) Security issues in healthcare applications using wireless medical sensor networks: A survey. Sensors 12(1):55–91

    Article  ADS  PubMed  PubMed Central  Google Scholar 

  191. Kumar, G. (2014). Understanding denial of service (dos) attacks using osi reference model. International Journal of Education and Science Research 1(5)

  192. Xu W, Ma K, Trappe W, Zhang Y (2006) Jamming sensor networks: attack and defense strategies. IEEE Network 20(3):41–47

    Article  Google Scholar 

  193. Sun Y, Lo F, Wen P, Lo B (2019) Security and privacy for the internet of medical things enabled healthcare systems: a survey. IEEE Access. pp 1–1. https://doi.org/10.1109/ACCESS.2019.2960617

  194. Kaur M et al (2023) EGCrypto: a low-complexity elliptic galois cryptography model for secure data transmission in IoT. In: IEEE Access, vol 11, pp90739-90748. https://doi.org/10.1109/ACCESS.2023.3305271

  195. Zia T, Zomaya A (2006) Security issues in wireless sensor networks. In: 2006 International Conference on Systems and Networks Communications (ICSNC'06). IEEE. pp 40–40

  196. Wang Y, Attebury G, Ramamurthy B (2006) A survey of security issues in wireless sensor networks. IEEE Commun Surv Tutorials 8:2–23

  197. About (2019) IETF. https://www.ietf.org/about/. Accessed 04 May 2023

  198. Sharma G, Vidalis S, Anand N, Menon C, Kumar S (2021) A survey on layer-wise security attacks in IoT: Attacks, countermeasures, and open-issues. Electronics 10(19):2365

    Article  Google Scholar 

  199. Abdul-Ghani HA, Konstantas D (2019) A comprehensive study of security and privacy guidelines, threats, and countermeasures: An IoT perspective. J Sens Actuator Netw 8(2):22

    Article  Google Scholar 

  200. El Fadili H, Mazri T (2021) Network Attacks Related to Smart Healthcare and Their Impact Evaluation. Int Arch Photogramm Remote Sens Spat Inf Sci 46:197–203

    Article  Google Scholar 

  201. Sultan N (2014) Making use of cloud computing for healthcare provision: Opportunities and challenges. IEEE Access 34:177–184

  202. Lo’ai, A Tawalbeh and Mehmood, Rashid and Benkhlifa, Elhadj and Song, Houbing (2016) Mobile cloud computing model and big data analysis for healthcare applications. IEEE Access 4:6171–6180

  203. Darbandi M, Alrasheedi AF, Alnowibet KA, Javaheri D, Mehbodniya A (2022) Integration of cloud computing with the Internet of things for the treatment and management of the COVID-19 pandemic. Inf Sys e-Business Manag 1–30

  204. Vargheese R, Viniotis Y (2014) Influencing data availability in IoT enabled cloud based e-health in a 30 day readmission context. In: 10th IEEE International Conference on Collaborative Computing: Networking, Applications and Worksharing. pp 475–480

  205. Butpheng C, Yeh KH, Xiong H (2020) Security and privacy in IoT-cloud-based ehealth systems—A comprehensive review. Symmetry 12(7):1191

    Article  ADS  Google Scholar 

  206. Viswanathan H, Lee EK, Pompili D (2012) Mobile grid computing for data-and patient-centric ubiquitous healthcare. In: 2012 The First IEEE Workshop on Enabling Technologies for Smartphone and Internet of Things (ETSIoT). IEEE. pp 36–41

  207. Brust C (2009) Grid computing in a healthcare environment: a framework for enterprise design and implementation. MWAIS 2009 Proceedings, 33

  208. Savel T, Hall K, Lee B, McMullin V, Miles M, Stinn J,... Lenert L (2010) A Public Health Grid (PHGrid): architecture and value proposition for 21st century public health. Int J Med Informatics 79(7):523–529

  209. Xu B, Da Xu L, Cai H, Xie C, Hu J, Bu F (2014) Ubiquitous data accessing method in IoT-based information system for emergency medical services. IEEE Trans Industr Inf 10(2):1578–1586

    Article  Google Scholar 

  210. Ghanavati S, Abawajy J, Izadi D (2016) An alternative sensor cloud architecture for vital signs monitoring. In: 2016 international joint conference on neural networks (IJCNN). IEEE. pp 2827–2833

  211. Lin K, Xia F, Wang W, Tian D, Song J (2016) System design for big data application in emotion-aware healthcare. IEEE Access 4:6901–6909

    Article  Google Scholar 

  212. Sahoo PK, Mohapatra SK, Wu SL (2016) Analyzing healthcare big data with prediction for future health condition. IEEE Access 4:9786–9799

    Article  Google Scholar 

  213. Zhang P, White J, Schmidt DC, Lenz G (2017) Applying software patterns to address interoperability in blockchain-based healthcare apps. arXiv preprint arXiv:1706.03700.

  214. Saad M, Spaulding J, Njilla L, Kamhoua C, Shetty S, Nyang D, Mohaisen D (2020) Exploring the attack surface of blockchain: A comprehensive survey. IEEE Commun Surv Tutorials 22(3):1977–2008

    Article  Google Scholar 

  215. Conti M, Kumar ES, Lal C, Ruj S (2018) A survey on security and privacy issues of bitcoin. IEEE Commun Surv Tutorials 20(4):3416–3452

    Article  Google Scholar 

  216. Dwivedi AD, Srivastava G, Dhar S, Singh R (2019) A decentralized privacy-preserving healthcare blockchain for IoT. Sensors 19(2):326

    Article  ADS  PubMed  PubMed Central  Google Scholar 

  217. Le Glaz A, Haralambous Y, Kim-Dufor DH, Lenca P, Billot R, Ryan TC,... Lemey C (2021) Machine learning and natural language processing in mental health: systematic review. J Med Internet Res 23(5):e15708

  218. Zhou B, Yang G, Shi Z, Ma S (2024) Natural Language processing for smart healthcare. In: IEEE Reviews in Biomedical Engineering, vol 17, pp 4–18. https://doi.org/10.1109/RBME.2022.3210270

  219. Acampora G, Cook DJ, Rashidi P, Vasilakos AV (2013) A survey on ambient intelligence in healthcare. Proc IEEE 101(12):2470–2494

    Article  Google Scholar 

  220. Dey N, Ashour AS (2017) Ambient Intelligence in healthcare: a state-of-the-art. Global J Comp Sci Technol 17(H3):19–28

    Google Scholar 

  221. Ocampo R, Tavakoli M (2019) Improving user performance in haptics-based rehabilitation exercises by colocation of user’s visual and motor axes via a three-dimensional augmented-reality display. IEEE Robot Autom Lett 4(2):438–444

    Article  Google Scholar 

  222. McCarthy CJ, Uppot RN (2019) Advances in virtual and augmented reality—exploring the role in health-care education. J Radiol Nurs 38(2):104–105

    Article  Google Scholar 

  223. Amendola S, Lodato R, Manzari S, Occhiuzzi C, Marrocco G (2014) RFID technology for IoT-based personal healthcare in smart spaces. IEEE Internet Things J 1(2):144–152

    Article  Google Scholar 

  224. Khan SF (2017) Health care monitoring system in Internet of Things (IoT) by using RFID. In: 2017 6th International conference on industrial technology and management (ICITM). IEEE. pp 198–204

  225. Sampoornam AG (2020) An efficient healthcare system in IoT platform using RFID system. Int J Adv Res Electron Commun Eng (IJARECE) 5(2):421–424

    Google Scholar 

  226. Sachs J, Andersson LA, Araújo J, Curescu C, Lundsjö J, Rune G,... Wikström G (2018) Adaptive 5G low-latency communication for tactile internet services. Proc IEEE 107(2):325–349

  227. Arfi WB, Nasr IB, Khvatova T, Zaied YB (2021) Understanding acceptance of eHealthcare by IoT natives and IoT immigrants: An integrated model of UTAUT, perceived risk, and financial cost. Technol Forecast Soc Chang 163:120437

    Article  Google Scholar 

  228. Al-Rawashdeh M, Keikhosrokiani P, Belaton B, Alawida M, Zwiri A (2022) IoT adoption and application for smart healthcare: a systematic review. Sensors 22(14):5377

    Article  ADS  PubMed  PubMed Central  CAS  Google Scholar 

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Acknowledgements

This work is fully supported and funded by Jammu Kashmir Science Technology and Innovation Council (JKST&IC) India, under the project titled “A Lightweight Security Mechanism for IoT Based Healthcare Systems”.

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Nissar, G., Khan, R.A., Mushtaq, S. et al. IoT in healthcare: a review of services, applications, key technologies, security concerns, and emerging trends. Multimed Tools Appl (2024). https://doi.org/10.1007/s11042-024-18580-7

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