Internet of Things and Wearable Devices: A Mixed Literature Review


  • Carlos Alberto Gómez Cano Corporación Unificada Nacional de Educación Superior image/svg+xml
  • Verenice Sánchez Castillo University of the Amazon image/svg+xml
  • William Castillo-Gonzalez Fundación Salud, Ciencia y Tecnologia image/svg+xml
  • Adrián Alejandro Vitón-Castillo Universidad de Ciencias Médicas de Pinar del Río image/svg+xml
  • Javier Gonzalez-Argote Universidad Abierta Interamericana image/svg+xml



Internet of Things, wearable devices, bibliometrics


In recent years, the concept of the Internet of Things (IoT), its different models and emerging conceptual frameworks, have offered new opportunities for the integration of technologies into everyday life. Although initially based on the notion of the link between a physical device, its counterpart in a virtual environment and the technological aspects of that relationship, IoT-based wearable devices now offer multiple contributions to all types of users, from professionals and organizations to ordinary people. However, there are inaccuracies, abundant definitions, limited clarity in terms of trends, benefits, components, challenges and future lines of research. In this sense, a mixed literature review study was conducted. The mixed design, of dominant type (CUAN-qual), was composed of a quantitative analysis of bibliometric type and a qualitative analysis of thematic type and embedded in the first one. Data are provided on the main trends observed in the bibliometric indicators studied, a synthesis of some qualitative indicators of particular relevance and pertinence. In addition, future lines of research are presented to address strengths and challenges in this field.


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Sorri K, Mustafee N, Seppänen M. Revisiting IoT definitions: A framework towards comprehensive use. Technological Forecasting and Social Change 2022;179:121623. DOI:

Perez AJ, Siddiqui F, Zeadally S, Lane D. A review of IoT systems to enable independence for the elderly and disabled individuals. Internet of Things 2023;21:100653. DOI:

Gonzales Tito YM, Quintanilla López LN, Pérez Gamboa AJ. Metaverse and education: a complex space for the next educational revolution. Metaverse Basic and Applied Research 2023;2:56. DOI:

Gonzalez-Argote J, Lepez CO, Castillo-Gonzalez W, Bonardi MC, Cano CAG, Vitón-Castillo AA. Use of real-time graphics in health education: A systematic review. EAI Endorsed Transactions on Pervasive Health and Technology 2023;9. DOI:

Álvarez Loyola C. The NOOCs as a training strategy for teachers in the use of technological tools in primary education. Reg Cient 2023:202362. DOI:

Gonzalez-Argote D. Immersive environments, Metaverse and the key challenges in programming. Metaverse Bas App Res 2022;1:6. DOI:

Lepez CO, Simeoni IA. Pedagogical experience with Public Health campaigns from the design of socio-educational projects with insertion in the local territory. Community and Interculturality in Dialogue 2023;3:74. DOI:

Veloz Montano MDLN, Keeling Álvarez M. The educational and pedagogical intervention in scientific research. Community and Interculturality in Dialogue 2023;3:70. DOI:

Laplagne Sarmiento C, Urnicia JJ. B-learning protocols for information literacy in Higher Education. Reg Cient 2023:202373. DOI:

Romero Torres ME, Gamero De La Espriella P. Creation of a techno-pedagogical model for the strengthening of the Emberá Katío language through ancestral customs at the El Rosario educational institution in Tierralta. Reg Cient 2023:202398. DOI:

Vitón-Castillo AA, Fajardo Quesada AJ, Romero Valdes YDLC, Batista Rivero L. Metaverse: an emerging research area. Metaverse Bas App Res 2022:3. DOI:

Díaz-Chieng LY, Auza-Santiváñez JC, Robaina Castillo JI. El futuro de la salud en el metaverso. Metaverse Bas App Res 2022;1:1. DOI:

Gonzalez-Argote J. Uso de la realidad virtual en la rehabilitación. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2022;2:24. DOI:

Canova Barrios CJ, Macarena Francisco S, Hereñú MP. Workplace Violence in the Health Sector: Focus on the Argentinean context. Community and Interculturality in Dialogue 2022;2:31. DOI:

Mejías M, Guarate Coronado YC, Jiménez Peralta AL. Inteligencia artificial en el campo de la enfermería. Implicaciones en la asistencia, administración y educación. Sal Cienc Tec 2022;2:88. DOI:

Gómez Cano CA, Sánchez Castillo V. Estructura del conocimiento en rehabilitación dentro y fuera del área de la Medicina: Perspectivas Bibliométricas de las categorías «Physical Therapy, Sports Therapy and Rehabilitation» y «Rehabilitation». Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2022;2:22. DOI:

Campos Sánchez CM, Guillén León LA, Acosta Yanes RC, Gil Oloriz MA. Metaverso: el futuro de la medicina en un mundo virtual. Metaverse Bas App Res 2022;1:4. DOI:

Gil Oloriz MA, Roche Beltrán C, Campos Sánchez CM. Trends in health telematics and telemedicine services. Data Metadata 2022;1:16. DOI:

Becerra MDC, Aballay A, Romagnano M. Reflections on Healthcare Document Management in the Age of 4.0 Technologies. Data Metadata 2023;2:52. DOI:

Torres ER, Cano CAG, Castillo VS. Management information systems and their impact on business decision making. Data and Metadata 2022;1:21-21. DOI:

Robaina Castillo JI. Identifying promising research areas in health using bibliometric analysis. Data & Metadata 2022:10. DOI:

Ledesma F, Malave González BE. Bibliometric indicators and decision making. Data & Metadata 2022:9. DOI:

Diaz-de La Rosa C, Jiménez-Franco LE, Toledo Del Llano R, Vega-Cardulis E, Cardulis-Cárdenas O. Trends, collaboration and impact of Latin American scientific production in anesthesiology and pain medicine in Scopus and Web of Science. Data Metadata 2022;1:13. DOI:

Eslava Zapata R, Chacón Guerrero E, Gómez Ortiz E, Mogrovejo Andrade J. Decision-making in organizations: process and strategies. Data and Metadata 2022;1:19. DOI:

Gómez Cano CA, Sánchez Castillo V, Clavijo Gallego TA. Mapping the Landscape of Netnographic Research: A Bibliometric Study of Social Interactions and Digital Culture. Data & Metadata 2023:25. DOI:

Vera JJ, Barroso N. Addressing problematic consumption: an action research experience from the Social Network Analysis. AWARI 2020;1:e022. DOI:

Duarte Mascarenhas HA, Rodrigues Dias TM, Mascarenhas Dias P. Adoption of Network Analysis Techniques to Understand the Training Process in Brazil. AWARI 2020;1:e004. DOI:

Benito PV. Contemporary art and networks: Analysis of the Venus Project using the UCINET software. AWARI 2022;3. DOI:

Gutiérrez EM, Larrosa JMC. Popularity in Facebook Pages: What role network structural variables play? AWARI 2020;1:e005. DOI:

Dos Santos JH, De Macedo DDJ. Behavioral analysis of indicators related to the user profiles of the Mettzer platform. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. DOI:

Toconas LDC. Empathy in nursing professionals for care subjects with depression. Community and Interculturality in Dialogue 2023;3:67. DOI:

Mallqui Cáceres YM. Management of pain reduction in mechanically ventilated care subjects. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2023;3:59. DOI:

Mendoza Rivas L, Martínez Cruz L. Revisión de ensayos clínicos sobre la eficacia de la rehabilitación cognitiva en pacientes con lesión cerebral traumática. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2022;2:25. DOI:

Ron M, Pérez A, Hernández-Runque E. Nivel de riesgo para la salud y predicción del dolor musculo-esqueletico en trabajadores en condiciones de teletrabajo: Un enfoque matricial. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2023;3:40. DOI:

Veloz Montano MDLN, González Martínez MDLC, Pérez Lemus L. Rehabilitation of occupational stress from the perspective of Health Education. Community and Interculturality in Dialogue 2023;3:71. DOI:

Jaramillo Sancho K, Valenzuela Sánchez GP. Biomarcadores utilizados para el diagnóstico y pronóstico en lupus eritematoso sistémico. Salud, Ciencia y Tecnología 2023;3:422. DOI:

Silva Infantes M, Sánchez Soto JM, Astete Montalvo MA, Ruiz Nizama JL, Velarde Dávila L, Dávila-Morán RC, et al. Analysis of the perception of health professionals regarding the incorporation of emerging technologies in their practice. Salud, Ciencia y Tecnología 2023;3:565. DOI:

Cervantes Martínez L, Farías Rojas GA, Villota Oyarvide W, Del Campo Saltos G. Knowledge generation in the telecommunications era and its impact on education and economic development in Latin American. Salud Cienc Tecnol 2023:363. DOI:

Madkar S, Pardeshi S, Kumbhar MS. Machine learning based efficient routing protocol in wireless sensor network. Salud Cienc Tecnol 2022;2:195. DOI:

Alonso Galbán P, Izquierdo Pamias T. Integración de herramientas web 2.0 en los sitios de especialidades y temas de salud para el desarrollo de comunidades virtuales de práctica en la red Infomed. Salud Cienc Tecnol 2022;2:121. DOI:

Verma D, Singh KR, Yadav AK, Nayak V, Singh J, Solanki PR, et al. Internet of things (IoT) in nano-integrated wearable biosensor devices for healthcare applications. Biosensors and Bioelectronics: X 2022;11:100153. DOI:

Wen F, He T, Liu H, Chen H-Y, Zhang T, Lee C. Advances in chemical sensing technology for enabling the next-generation self-sustainable integrated wearable system in the IoT era. Nano Energy 2020;78:105155. DOI:

Singh KR, Nayak V, Singh J, Singh RP. Nano-enabled wearable sensors for the Internet of Things (IoT). Materials Letters 2021;304:130614. DOI:

Dao N-N. Internet of wearable things: Advancements and benefits from 6G technologies. Future Generation Computer Systems 2023;138:172-84. DOI:

Verma H, Chauhan N, Awasthi LK. A Comprehensive review of ‘Internet of Healthcare Things’: Networking aspects, technologies, services, applications, challenges, and security concerns. Computer Science Review 2023;50:100591. DOI:

Lakhan A, Abdul Lateef AA, Abd Ghani MK, Abdulkareem KH, Mohammed MA, Nedoma J, et al. Secure-fault-tolerant efficient industrial internet of healthcare things framework based on digital twin federated fog-cloud networks. Journal of King Saud University - Computer and Information Sciences 2023;35:101747. DOI:

Bojjagani S, Seelam NR, Sharma NK, Uyyala R, Chandra Murthy Akuri SR, Maurya AK. The Use of IoT-based Wearable Devices to Ensure Secure Lightweight Payments in FinTech Applications. Journal of King Saud University - Computer and Information Sciences 2023:101785. DOI:

Lederman R, Ben-Assuli O, Vo TH. The role of the Internet of Things in Healthcare in supporting clinicians and patients: A narrative review. Health Policy and Technology 2021;10:100552. DOI:

Maddikunta PKR, Pham Q-V, Nguyen DC, Huynh-The T, Aouedi O, Yenduri G, et al. Incentive techniques for the Internet of Things: A survey. Journal of Network and Computer Applications 2022;206:103464. DOI:

Rahman MdS, Peeri NC, Shrestha N, Zaki R, Haque U, Hamid SHA. Defending against the Novel Coronavirus (COVID-19) outbreak: How can the Internet of Things (IoT) help to save the world? Health Policy and Technology 2020;9:136-8. DOI:

Abuwarda Z, Mostafa K, Oetomo A, Hegazy T, Morita P. Wearable devices: Cross benefits from healthcare to construction. Automation in Construction 2022;142:104501. DOI:

Rahman MA, Hossain MS, Showail AJ, Alrajeh NA, Alhamid MF. A secure, private, and explainable IoHT framework to support sustainable health monitoring in a smart city. Sustainable Cities and Society 2021;72:103083. DOI:

Zhang M, Wang X, Feng H, Huang Q, Xiao X, Zhang X. Wearable Internet of Things enabled precision livestock farming in smart farms: A review of technical solutions for precise perception, biocompatibility, and sustainability monitoring. Journal of Cleaner Production 2021;312:127712. DOI:

Mavrogiorgou A, Kiourtis A, Kyriazis D. A pluggable IoT middleware for integrating data of wearable medical devices. Smart Health 2022;26:100326. DOI:

Cay G, Solanki D, Rumon MAA, Ravichandran V, Hoffman L, Laptook A, et al. NeoWear: An IoT-connected e-textile wearable for neonatal medical monitoring. Pervasive and Mobile Computing 2022;86:101679. DOI:

Al Bassam N, Hussain SA, Al Qaraghuli A, Khan J, Sumesh EP, Lavanya V. IoT based wearable device to monitor the signs of quarantined remote patients of COVID-19. Informatics in Medicine Unlocked 2021;24:100588. DOI:

Ardalan S, Hosseinifard M, Vosough M, Golmohammadi H. Towards smart personalized perspiration analysis: An IoT-integrated cellulose-based microfluidic wearable patch for smartphone fluorimetric multi-sensing of sweat biomarkers. Biosensors and Bioelectronics 2020;168:112450. DOI:

Ozer T, Agir I, Henry CS. Low-cost Internet of Things (IoT)-enabled a wireless wearable device for detecting potassium ions at the point of care. Sensors and Actuators B: Chemical 2022;365:131961. DOI:

Faruqui N, Yousuf MA, Whaiduzzaman M, Azad AKM, Barros A, Moni MA. LungNet: A hybrid deep-CNN model for lung cancer diagnosis using CT and wearable sensor-based medical IoT data. Computers in Biology and Medicine 2021;139:104961. DOI:

Zhu M, Yi Z, Yang B, Lee C. Making use of nanoenergy from human – Nanogenerator and self-powered sensor enabled sustainable wireless IoT sensory systems. Nano Today 2021;36:101016. DOI:

Nahavandi D, Alizadehsani R, Khosravi A, Acharya UR. Application of artificial intelligence in wearable devices: Opportunities and challenges. Computer Methods and Programs in Biomedicine 2022;213:106541. DOI:

Fouad H, Mahmoud NM, Issawi MSE, Al-Feel H. Distributed and scalable computing framework for improving request processing of wearable IoT assisted medical sensors on pervasive computing system. Computer Communications 2020;151:257-65. DOI:

Chang V, Doan LMT, Ariel Xu Q, Hall K, Anna Wang Y, Mustafa Kamal M. Digitalization in omnichannel healthcare supply chain businesses: The role of smart wearable devices. Journal of Business Research 2023;156:113369. DOI:

Kim E, Han S. Investigating the digital health acceptance of Korean baby boomers: Comparative study of telemedicine and wearable healthcare devices. Health Policy and Technology 2023;12:100727. DOI:

Pérez Gamboa AJ, Gómez Cano CA, Sánchez Castillo V. Decision making in university contexts based on knowledge management systems. Data and Metadata 2023;1:92. DOI:

Donthu N, Kumar S, Mukherjee D, Pandey N, Lim WM. How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research 2021;133:285-96. DOI:

Kamran M, Khan HU, Nisar W, Farooq M, Rehman S-U. Blockchain and Internet of Things: A bibliometric study. Computers & Electrical Engineering 2020;81:106525. DOI:

Tandon A, Kaur P, Mäntymäki M, Dhir A. Blockchain applications in management: A bibliometric analysis and literature review. Technological Forecasting and Social Change 2021;166:120649. DOI:

Akbarighatar P, Pappas I, Vassilakopoulou P. A sociotechnical perspective for responsible AI maturity models: Findings from a mixed-method literature review. International Journal of Information Management Data Insights 2023;3:100193. DOI:

Kim C, Capellan JA, Adler A. Exploring the empirical literature on mass shooting: A mixed-method systematic review of peer-reviewed journal articles. Aggression and Violent Behavior 2021;58:101584. DOI:

Linnenluecke MK, Marrone M, Singh AK. Conducting systematic literature reviews and bibliometric analyses. Australian Journal of Management 2020;45:175-94. DOI:

Mariano AG, Prats GM. Capacidades tecnológicas en empresas sociales emergentes: una ruta de impacto social. Región Científica 2023;2:2023111-2023111.

Castillo VS, Cano CAG, Gonzalez-Argote J. An Analysis of Research Trends and Knowledge Structure in the Field of Affordable and Clean Energy. EAI Endorsed Transactions on Energy Web 2022;9:e4-e4. DOI:

Gómez Cano CA, Sánchez Castillo V, Ballen Losada Y, Bermudez Monje MA. Análisis de los riesgos asociados a la prestación de servicios en sala de enfermedades respiratorias durante la pandemia COVID-19 en el Hospital María Inmaculada. Salud Cienc Tecnol 2022:123. DOI:

Silva EA. Digital transformation and knowledge management: relationships in scientific production. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. DOI:

Silva Júnior EMD, Dutra ML. A roadmap toward the automatic composition of systematic literature reviews. Iberoamerican Journal of Science Measurement and Communication 2021;1:1-22. DOI:

Araujo-Inastrilla CR, Vitón-Castillo AA. Blockchain in health sciences: Research trends in Scopus. Iberoamerican Journal of Science Measurement and Communication 2023;3. DOI:

Gontijo MCA, Hamanaka RY, De Araujo RF. Research data management: a bibliometric and altmetric study based on Dimensions. Iberoamerican Journal of Science Measurement and Communication 2021;1:1-19. DOI:

Ledesma F, Malave González BE. Patterns of scientific communication on E-commerce: a bibliometric study in the Scopus database. Reg Cient 2022:202214. DOI:

Castillo VS, Cano CAG, Gonzalez-Argote J. Telemedicine and mHealth Applications for Health Monitoring in Rural Communities in Colombia: A Systematic Review. EAI Endorsed Transactions on Pervasive Health and Technology 2023;9. DOI:

Murgas Téllez B, Henao-Pérez AA, Guzmán Acuña L. Real Options and their application in renewable energy projects. State-of-the-art review. Reg Cient 2023:202349. DOI:

Valencia-Contrera M, Rivera-Rojas F, Villa-Velásquez J, Ardiles-Irarrazabal R, Febré N, Valenzuela-Suazo S. Methodological strategies for the generation of conceptual models in nursing. Salud Cienc Tecnol 2023:315. DOI:

Castillo-Gonzalez W, Piñera-Castro HJ, Vitón-Castillo AA, Lepez CO, Gonzalez-Argote J, Bonardi MC, et al. The 100 most cited articles on wearable technology in the area of Medical Informatics: A bibliometric analysis using Web of Science. EAI Endorsed Transactions on Pervasive Health and Technology 2022;8:e5-e5. DOI:

Petrona Aguirre JI, Marsollier R, Vecino J. Teaching Burnout: a conceptual cartographic review. AWARI 2020;1:e021. DOI:

Witt AS, Fabiano Couto Corrêa Da Silva S. Analysis of citizen science in Brazil: A study of the projects registered in the Civis platform. Iberoamerican Journal of Science Measurement and Communication 2022;2. DOI:

Guardado RT, Carmona EA, Verver Y Vargas HGL, Hernández ISJ, Martínez NGP, Trejo BYV. Opportunities and applications of smart contracts: A vision from the business, academic and scientific literature. Iberoamerican Journal of Science Measurement and Communication 2022;2. DOI:

Shettar I, Hadagali GS, Timanaykar R. Scientometric mapping of global publications on pulmonary embolism in Covid-19 research. Iberoamerican Journal of Science Measurement and Communication 2023;3. DOI:

Oviedo A, Gonzalez-Argote J. Factores asociados con la resistencia a la implementación de la historia clínica electrónica. Revista Cubana de Medicina Militar 2022; 51 (4):2094.

Adegoriola MI, Lai JHK, Chan EH, Darko A. Heritage building maintenance management (HBMM): A bibliometric-qualitative analysis of literature. Journal of Building Engineering 2021;42:102416. DOI:

Machuca-Contreras F, Canova-Barrios C, Castro MF. An approach to the concepts of radical, incremental and disruptive innovation in organizations. Reg Cient 2023:202324. DOI:

De Sousa RPM, Shintaku M. Data privacy policy: relevant observations for its implementation. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. DOI:

Mae Samuel A, Garcia-Constantino M. User-centred prototype to support wellbeing and isolation of software developers using smartwatches. En: Huisa Veria E, editor. Advanced Notes in Information Science, vol. 1, ColNes Publishing; 2022. DOI:

Amaral ED, De Araújo GM. Dataset extraction from advertising marketplaces: experiences with Facebook, Olx, and Mercadolivre. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. DOI:

Huifeng W, Kadry SN, Raj ED. Continuous health monitoring of sportsperson using IoT devices based wearable technology. Computer Communications 2020;160:588-95. DOI:

Xiao N, Yu W, Han X. Wearable heart rate monitoring intelligent sports bracelet based on Internet of things. Measurement 2020;164:108102. DOI:




How to Cite

C. A. G. Cano, V. S. Castillo, W. Castillo-Gonzalez, A. A. Vitón-Castillo, and J. Gonzalez-Argote, “Internet of Things and Wearable Devices: A Mixed Literature Review”, EAI Endorsed Trans IoT, vol. 9, no. 4, p. e3, Oct. 2023.

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