Digital Health and Wearable Technologies


  • Shiva Karimian
  • Fatemeh Taheri
  • Mehrdad Farrokhi
  • Masoud Farrokhi
  • Ziba Bayat
  • Sayed Alireza Mousavi Zadeh
  • Erfan Ghadirzadeh
  • Seyyed Amirreza Abdollahi
  • Mahmonir Bayanati
  • Artin Ahmadpour
  • Atefeh Nazary
  • Shahram Samadi
  • Mahyar Noorbakhsh
  • Shila Taherlou
  • Azadeh Taherlou
  • Mohamadreza Safari
  • Armin Sedighi
  • Zohreh Molaei
  • Mohammad Toussi
  • Fatemeh Honarvar
  • Mohammad Sabouri
  • Fatemeh Mortazavi Moghadam
  • Amir Askarinejad
  • Horrieh Abbasmofrad
  • Morteza Alipour
  • Nahid Abbasian
  • Nikoo Emtiazi
  • Mohammad Hosseini Hooshiar
  • Michael Khorsandi
  • Kamyar Khorsand
  • Farshad Riahi
  • Hournaz Hassanzadeh


Digital Health , Wearable Technologies


Digital health and wearable technologies represent a transformative wave in healthcare, blending medical advancements with innovative technology to enhance patient care, monitor health conditions, and promote wellness. These technologies encompass a wide range of devices, from fitness trackers and smartwatches to sophisticated medical devices designed for continuous health monitoring. Wearable technologies, such as smartwatches and fitness bands, are equipped with sensors that track various health metrics, including heart rate, steps taken, calories burned, sleep patterns, and even blood oxygen levels. These devices provide real-time data, empowering individuals to make informed decisions about their health and lifestyle. The integration of wearable technology with smartphone applications allows for the seamless transfer and analysis of health data, fostering a proactive approach to personal health management. In the realm of clinical healthcare, wearable technologies are revolutionizing patient monitoring and management. Devices such as continuous glucose monitors and wearable ECGs offer patients and healthcare providers critical insights into chronic conditions, enabling timely interventions and personalized treatment plans. Remote patient monitoring, facilitated by these wearables, reduces the need for frequent hospital visits, thus improving patient convenience and reducing healthcare costs. Moreover, the data collected from wearable devices contribute to a vast repository of health information, advancing research and development in preventive medicine and chronic disease management. As digital health and wearable technologies continue to evolve, they hold the promise of more efficient, personalized, and accessible healthcare, ultimately enhancing the quality of life for individuals worldwide.


Abdolkhani R, Petersen S, Walter R, Zhao L, Butler-Henderson K, Livesay K. The Impact of Digital Health Transformation Driven by COVID-19 on Nursing Practice: Systematic Literature Review. JMIR Nurs. 2022;5(1):e40348.

Abernethy A, Adams L, Barrett M, Bechtel C, Brennan P, Butte A, et al. The Promise of Digital Health: Then, Now, and the Future. NAM Perspect. 2022;2022.

Abimbola S, Keelan S, Everett M, Casburn K, Mitchell M, Burchfield K, et al. The medium, the message and the measure: a theory-driven review on the value of telehealth as a patient-facing digital health innovation. Health Econ Rev. 2019;9(1):21.

Adjekum A, Blasimme A, Vayena E. Elements of Trust in Digital Health Systems: Scoping Review. J Med Internet Res. 2018;20(12):e11254.

Ahmed A, Charate R, Pothineni NVK, Aedma SK, Gopinathannair R, Lakkireddy D. Role of Digital Health During Coronavirus Disease 2019 Pandemic and Future Perspectives. Card Electrophysiol Clin. 2022;14(1):115-23.

Ahuja A, Agrawal S, Acharya S, Batra N, Daiya V. Advancements in Wearable Digital Health Technology: A Review of Epilepsy Management. Cureus. 2024;16(3):e57037.

Al Kuwaiti A, Al Muhanna FA, Al Amri S. Implementation of Digital Health Technology at Academic Medical Centers in Saudi Arabia. Oman Med J. 2018;33(5):367-73.

Al-Hammuri K, Gebali F, Kanan A, Chelvan IT. Vision transformer architecture and applications in digital health: a tutorial and survey. Vis Comput Ind Biomed Art. 2023;6(1):14.

Albrecht UV, Kuhn B, Land J, Amelung VE, von Jan U. [Assessing the benefits of digital health solutions in the societal reimbursement context]. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz. 2018;61(3):340-8.

Albulushi A, Al Kindi DI, Moawwad N, Kamel AM, Khan A, Moustafa MA, et al. Digital health technologies in enhancing patient and caregiver engagement in heart failure management: Opportunities and challenges. Int J Cardiol. 2024;408:132116.

Aldosari N, Ahmed S, McDermott J, Stanmore E. The Use of Digital Health by South Asian Communities: Scoping Review. J Med Internet Res. 2023;25:e40425.

Aldughayfiq B, Sampalli S. Digital Health in Physicians' and Pharmacists' Office: A Comparative Study of e-Prescription Systems' Architecture and Digital Security in Eight Countries. Omics. 2021;25(2):102-22.

Alhussein G, Hadjileontiadis L. Digital Health Technologies for Long-term Self-management of Osteoporosis: Systematic Review and Meta-analysis. JMIR Mhealth Uhealth. 2022;10(4):e32557.

Ali S, Kleib M, Paul P, Petrovskaya O, Kennedy M. Compassionate nursing care and the use of digital health technologies: A scoping review. Int J Nurs Stud. 2022;127:104161.

Alkhalifah JM, Seddiq W, Alshehri BF, Alhaluli AH, Alessa MM, Alsulais NM. The role of the COVID-19 pandemic in expediting digital health-care transformation: Saudi Arabia's experience. Inform Med Unlocked. 2022;33:101097.

Allen B. The Promise of Explainable AI in Digital Health for Precision Medicine: A Systematic Review. J Pers Med. 2024;14(3).

Andrade JB, Mendes GN, Silva GS. Miller Fisher's Rules and Digital Health: The Best of Both Worlds. Cerebrovasc Dis. 2024.

Angerer A, Stahl J, Krasniqi E, Banning S. The Management Perspective in Digital Health Literature: Systematic Review. JMIR Mhealth Uhealth. 2022;10(11):e37624.

Antonenko K, Paciaroni M, Sokolova L, Pezzella FR. Digital health in stroke medicine: what are the opportunities for stroke patients? Curr Opin Neurol. 2021;34(1):27-37.

Augusterfer EF, Mollica RF, Lavelle J. Leveraging Technology in Post-Disaster Settings: the Role of Digital Health/Telemental Health. Curr Psychiatry Rep. 2018;20(10):88.

Avoke D, Elshafeey A, Weinstein R, Kim CH, Martin SS. Digital Health in Diabetes and Cardiovascular Disease. Endocr Res. 2024:1-13.

Avramovic P, Rietdijk R, Attard M, Kenny B, Power E, Togher L. Cognitive and Behavioral Digital Health Interventions for People with Traumatic Brain Injury and Their Caregivers: A Systematic Review. J Neurotrauma. 2023;40(3-4):159-94.

Awad A, Trenfield SJ, Pollard TD, Ong JJ, Elbadawi M, McCoubrey LE, et al. Connected healthcare: Improving patient care using digital health technologies. Adv Drug Deliv Rev. 2021;178:113958.

Azizi Z, Adedinsewo D, Rodriguez F, Lewey J, Merchant RM, Brewer LC. Leveraging Digital Health to Improve the Cardiovascular Health of Women. Curr Cardiovasc Risk Rep. 2023;17(11):205-14.

Azmanov H, Bayatra A, Ilan Y. Digital Analgesic Comprising a Second-Generation Digital Health System: Increasing Effectiveness by Optimizing the Dosing and Minimizing Side Effects. J Pain Res. 2022;15:1051-60.

Backman C, Papp S, Harley A, Skidmore B, Green M, Shah S, et al. Patient-clinician digital health interventions for the hip fracture population: a scoping review. BMC Health Serv Res. 2023;23(1):1052.

Baines R, Bradwell H, Edwards K, Stevens S, Prime S, Tredinnick-Rowe J, et al. Meaningful patient and public involvement in digital health innovation, implementation and evaluation: A systematic review. Health Expect. 2022;25(4):1232-45.

Baldwin-Medsker A, Skwira-Brown A. The COVID-19 Pandemic and Transition to Digital Health in Clinical Oncology Care. Clin J Oncol Nurs. 2022;26(4):374-82.

Bamgboje-Ayodele A, Smith A, Short CE, Fardell JE, Shaw J, Beatty L, et al. Barriers and facilitators to the availability of efficacious self-directed digital health tools for adults living with cancer and their caregivers: A systematic literature review and author survey study. Patient Educ Couns. 2021;104(10):2480-9.

Banerjee R, Shah N, Dicker AP. Next-Generation Implementation of Chimeric Antigen Receptor T-Cell Therapy Using Digital Health. JCO Clin Cancer Inform. 2021;5:668-78.

Barnett A, Wright C, Stone C, Ho NY, Adhyaru P, Kostjasyn S, et al. Effectiveness of dietary interventions delivered by digital health to adults with chronic conditions: Systematic review and meta-analysis. J Hum Nutr Diet. 2023;36(3):632-56.

Barrigon ML, Courtet P, Oquendo M, Baca-García E. Precision Medicine and Suicide: an Opportunity for Digital Health. Curr Psychiatry Rep. 2019;21(12):131.

Bashi N, Fatehi F, Mosadeghi-Nik M, Askari MS, Karunanithi M. Digital health interventions for chronic diseases: a scoping review of evaluation frameworks. BMJ Health Care Inform. 2020;27(1).

Bastani P, Manchery N, Samadbeik M, Ha DH, Do LG. Digital Health in Children's Oral and Dental Health: An Overview and a Bibliometric Analysis. Children (Basel). 2022;9(7).

Bathija P, Krupinski EA, Rodriguez JA, Sklar T. Achieving Digital Health Equity by Personalizing the Patient Experience. Telemed Rep. 2023;4(1):166-73.

Batra S, Baker RA, Wang T, Forma F, DiBiasi F, Peters-Strickland T. Digital health technology for use in patients with serious mental illness: a systematic review of the literature. Med Devices (Auckl). 2017;10:237-51.

Bayram M, Springer S, Garvey CK, Özdemir V. COVID-19 Digital Health Innovation Policy: A Portal to Alternative Futures in the Making. Omics. 2020;24(8):460-9.

Benedetto V, Filipe L, Harris C, Spencer J, Hickson C, Clegg A. Analytical Frameworks and Outcome Measures in Economic Evaluations of Digital Health Interventions: A Methodological Systematic Review. Med Decis Making. 2023;43(1):125-38.

Benson J, Brand T, Christianson L, Lakeberg M. Localisation of digital health tools used by displaced populations in low and middle-income settings: a scoping review and critical analysis of the Participation Revolution. Confl Health. 2023;17(1):20.

Bergier H, Duron L, Sordet C, Kawka L, Schlencker A, Chasset F, et al. Digital health, big data and smart technologies for the care of patients with systemic autoimmune diseases: Where do we stand? Autoimmun Rev. 2021;20(8):102864.

Berwanger O, Machline-Carrion MJ. Digital Health-Enabled Clinical Trials in Stroke: Ready for Prime Time? Stroke. 2022;53(9):2967-75.

Bevens W, Weiland T, Gray K, Jelinek G, Neate S, Simpson-Yap S. Attrition Within Digital Health Interventions for People With Multiple Sclerosis: Systematic Review and Meta-analysis. J Med Internet Res. 2022;24(2):e27735.

Bhatt S, Evans J, Gupta S. Barriers to Scale of Digital Health Systems for Cancer Care and Control in Last-Mile Settings. J Glob Oncol. 2018;4:1-3.

Bhattarai P, Phillips JL. The role of digital health technologies in management of pain in older people: An integrative review. Arch Gerontol Geriatr. 2017;68:14-24.

Bhavnani SP. Digital Health: Opportunities and Challenges to Develop the Next-Generation Technology-Enabled Models of Cardiovascular Care. Methodist Debakey Cardiovasc J. 2020;16(4):296-303.

Bhyat R, Hagens S, Bryski K, Kohlmaier JF. Digital Health Value Realization Through Active Change Efforts. Front Public Health. 2021;9:741424.

Birati Y, Yefet E, Perlitz Y, Shehadeh N, Spitzer S. Cultural and Digital Health Literacy Appropriateness of App- and Web-Based Systems Designed for Pregnant Women With Gestational Diabetes Mellitus: Scoping Review. J Med Internet Res. 2022;24(10):e37844.

Bird M, Li L, Ouellette C, Hopkins K, McGillion MH, Carter N. Use of Synchronous Digital Health Technologies for the Care of Children With Special Health Care Needs and Their Families: Scoping Review. JMIR Pediatr Parent. 2019;2(2):e15106.

Bittlingmayer UH, Dadaczynski K, Sahrai D, van den Broucke S, Okan O. [Digital health literacy-conceptual contextualization, measurement, and promotion]. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz. 2020;63(2):176-84.

Blanc J, Hahn K, Oliveira B, Phillips R, Duthely LM, Francois L, et al. Bringing Health Care Equity to Diverse and Underserved Populations in Sleep Medicine and Research Through a Digital Health Equity Framework. Sleep Med Clin. 2023;18(3):255-67.

Boima V, Doku A, Agyekum F, Tuglo LS, Agyemang C. Effectiveness of digital health interventions on blood pressure control, lifestyle behaviours and adherence to medication in patients with hypertension in low-income and middle-income countries: a systematic review and meta-analysis of randomised controlled trials. EClinicalMedicine. 2024;69:102432.

Bombard Y, Ginsburg GS, Sturm AC, Zhou AY, Lemke AA. Digital health-enabled genomics: Opportunities and challenges. Am J Hum Genet. 2022;109(7):1190-8.

Borges do Nascimento IJ. Wearable Digital Health Technologies in Clinical Care. N Engl J Med. 2024;390(22):2131.

Borges do Nascimento IJ, Abdulazeem H, Vasanthan LT, Martinez EZ, Zucoloto ML, Østengaard L, et al. Barriers and facilitators to utilizing digital health technologies by healthcare professionals. NPJ Digit Med. 2023;6(1):161.

Borges do Nascimento IJ, Abdulazeem HM, Vasanthan LT, Martinez EZ, Zucoloto ML, Østengaard L, et al. The global effect of digital health technologies on health workers' competencies and health workplace: an umbrella review of systematic reviews and lexical-based and sentence-based meta-analysis. Lancet Digit Health. 2023;5(8):e534-e44.

Borkar S, Chakole S, Prasad R, Bansod S. Revolutionizing Oncology: A Comprehensive Review of Digital Health Applications. Cureus. 2024;16(4):e59203.

Borrelli N, Grimaldi N, Papaccioli G, Fusco F, Palma M, Sarubbi B. Telemedicine in Adult Congenital Heart Disease: Usefulness of Digital Health Technology in the Assistance of Critical Patients. Int J Environ Res Public Health. 2023;20(10).

Boumparis N, Schaub MP. Recent advances in digital health interventions for substance use disorders. Curr Opin Psychiatry. 2022;35(4):246-51.

Boving AT, Shuster CL, Walls TA, Brothers T. Personal digital health in Parkinson's disease: Case histories and commentary. Digit Health. 2021;7:20552076211061925.

Brand T, Herrera-Espejel P, Muellmann S, Wiersing R, Busse H. [Social inequality in the context of digital health applications: digital divides in access, use, effectiveness, and privacy]. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz. 2024;67(3):268-76.

Brands MR, Gouw SC, Beestrum M, Cronin RM, Fijnvandraat K, Badawy SM. Patient-Centered Digital Health Records and Their Effects on Health Outcomes: Systematic Review. J Med Internet Res. 2022;24(12):e43086.

Brenner M, Weir A, McCann M, Doyle C, Hughes M, Moen A, et al. Development of the key performance indicators for digital health interventions: A scoping review. Digit Health. 2023;9:20552076231152160.

Brommeyer M, Liang Z. A Systematic Approach in Developing Management Workforce Readiness for Digital Health Transformation in Healthcare. Int J Environ Res Public Health. 2022;19(21).

Buddhikot CS, Garcha V, Shetty V, Ambildhok K, Vinay V, Deshpande U, et al. Bibliometric Analysis of Context, Trends, and Contents of Digital Health Technology Used in Dental Health. Biomed Res Int. 2023;2023:5539470.

Budhwani H, Kiszla BM, Hightow-Weidman LB. Adapting digital health interventions for the evolving HIV landscape: examples to support prevention and treatment research. Curr Opin HIV AIDS. 2022;17(2):112-8.

Burns K, Bloom S, Gilbert C, Merner B, Kalla M, Sheri S, et al. Centering Digital Health Equity During Technology Innovation: Protocol for a Comprehensive Scoping Review of Evidence-Based Tools and Approaches. JMIR Res Protoc. 2024;13:e53855.

Burrell A, Zrubka Z, Champion A, Zah V, Vinuesa L, Holtorf AP, et al. How Useful Are Digital Health Terms for Outcomes Research? An ISPOR Special Interest Group Report. Value Health. 2022;25(9):1469-79.

Busnatu Ș S, Niculescu AG, Bolocan A, Andronic O, Pantea Stoian AM, Scafa-Udriște A, et al. A Review of Digital Health and Biotelemetry: Modern Approaches towards Personalized Medicine and Remote Health Assessment. J Pers Med. 2022;12(10).

Butler S, Sculley D, Santos D, Girones X, Singh-Grewal D, Coda A. Paediatric Rheumatology Fails to Meet Current Benchmarks, a Call for Health Equity for Children Living with Juvenile Idiopathic Arthritis, Using Digital Health Technologies. Curr Rheumatol Rep. 2024;26(6):214-21.

Butler-Henderson K, Dalton L, Probst Y, Maunder K, Merolli M. A meta-synthesis of competency standards suggest allied health are not preparing for a digital health future. Int J Med Inform. 2020;144:104296.

Cahn A, Akirov A, Raz I. Digital health technology and diabetes management. J Diabetes. 2018;10(1):10-7.

Canali S, Schiaffonati V, Aliverti A. Challenges and recommendations for wearable devices in digital health: Data quality, interoperability, health equity, fairness. PLOS Digit Health. 2022;1(10):e0000104.

Canaud B, Davenport A, Leray-Moragues H, Morena-Carrere M, Cristol JP, Kooman J, et al. Digital Health Support: Current Status and Future Development for Enhancing Dialysis Patient Care and Empowering Patients. Toxins (Basel). 2024;16(5).

Canaud B, Kooman J, Davenport A, Campo D, Carreel E, Morena-Carrere M, et al. Digital health technology to support care and improve outcomes of chronic kidney disease patients: as a case illustration, the Withings toolkit health sensing tools. Front Nephrol. 2023;3:1148565.

Cao B, Bao H, Oppong E, Feng S, Smith KM, Tucker JD, et al. Digital health for sexually transmitted infection and HIV services: a global scoping review. Curr Opin Infect Dis. 2020;33(1):44-50.

Catarinella FS, Bos WH. Digital health assessment in rheumatology: current and future possibilities. Clin Exp Rheumatol. 2016;34(5 Suppl 101):S2-s4.

Cavanagh R, Gerson SM, Gleason A, Mackey R, Ciulla R. Competencies Needed for Behavioral Health Professionals to Integrate Digital Health Technologies into Clinical Care: a Rapid Review. J Technol Behav Sci. 2022:1-14.

Charalambous A. Utilizing the Advances in Digital Health Solutions to Manage Care in Cancer Patients. Asia Pac J Oncol Nurs. 2019;6(3):234-7.

Chato L, Regentova E. Survey of Transfer Learning Approaches in the Machine Learning of Digital Health Sensing Data. J Pers Med. 2023;13(12).

Chen C, Ding S, Wang J. Digital health for aging populations. Nat Med. 2023;29(7):1623-30.

Chen Q, Chan KL, Guo S, Chen M, Lo CK, Ip P. Effectiveness of Digital Health Interventions in Reducing Bullying and Cyberbullying: A Meta-Analysis. Trauma Violence Abuse. 2023;24(3):1986-2002.

Cheng L, Duan M, Mao X, Ge Y, Wang Y, Huang H. The effect of digital health technologies on managing symptoms across pediatric cancer continuum: A systematic review. Int J Nurs Sci. 2021;8(1):22-9.

Cheung KL, Durusu D, Sui X, de Vries H. How recommender systems could support and enhance computer-tailored digital health programs: A scoping review. Digit Health. 2019;5:2055207618824727.

Choi J, Tamí-Maury I, Cuccaro P, Kim S, Markham C. Digital Health Interventions to Improve Adolescent HPV Vaccination: A Systematic Review. Vaccines (Basel). 2023;11(2).

Choukou MA, Maddahi A, Polyvyana A, Monnin C. Digital health technology for Indigenous older adults: A scoping review. Int J Med Inform. 2021;148:104408.

Choukou MA, Olatoye F, Urbanowski R, Caon M, Monnin C. Digital Health Technology to Support Health Care Professionals and Family Caregivers Caring for Patients With Cognitive Impairment: Scoping Review. JMIR Ment Health. 2023;10:e40330.

Choukou MA, Sanchez-Ramirez DC, Pol M, Uddin M, Monnin C, Syed-Abdul S. COVID-19 infodemic and digital health literacy in vulnerable populations: A scoping review. Digit Health. 2022;8:20552076221076927.

Choukou MA, Taha A, Qadeer A, Monnin C. Digital health technology for remote care in response to the COVID-19 pandemic: a scoping review. Eur Rev Med Pharmacol Sci. 2021;25(8):3386-94.

Chung-Lee L, Catallo C. A new approach to digital health? Virtual COVID-19 care: A scoping review. Digit Health. 2023;9:20552076231152171.

Chute C, French T, Raman S, Bradley J. User Requirements for Comanaged Digital Health and Care: Review. J Med Internet Res. 2022;24(6):e35337.

Clay-Williams R, Braithwaite J. Resilient Health Care: A Determinant Framework for Understanding Variation in Everyday Work and Designing Sustainable Digital Health Systems. Stud Health Technol Inform. 2019;263:134-45.

Cohen AB, Schwamm LH. Digital Health for Oncological Care. Cancer J. 2024;30(1):34-9.

Cohen AB, Stump L, Krumholz HM, Cartiera M, Jain S, Scott Sussman L, et al. Aligning mission to digital health strategy in academic medical centers. NPJ Digit Med. 2022;5(1):67.

Cohen IG, Evgeniou T, Gerke S, Minssen T. The European artificial intelligence strategy: implications and challenges for digital health. Lancet Digit Health. 2020;2(7):e376-e9.

Colloud S, Metcalfe T, Askin S, Belachew S, Ammann J, Bos E, et al. Evolving regulatory perspectives on digital health technologies for medicinal product development. NPJ Digit Med. 2023;6(1):56.

Conard S. Best practices in digital health literacy. Int J Cardiol. 2019;292:277-9.

Conway A, Ryan A, Harkin D, Mc Cauley C, Goode D. A review of the factors influencing adoption of digital health applications for people living with dementia. Digit Health. 2023;9:20552076231162985.

Conway CM, Kelechi TJ. Digital Health for Medication Adherence in Adult Diabetes or Hypertension: An Integrative Review. JMIR Diabetes. 2017;2(2):e20.

Coss NA, Gaitán JM, Adans-Dester CP, Carruthers J, Fanarjian M, Sassano C, et al. Does clinical research account for diversity in deploying digital health technologies? NPJ Digit Med. 2023;6(1):187.

Cronin C, Hungerford C, Wilson RL. Using Digital Health Technologies to Manage the Psychosocial Symptoms of Menopause in the Workplace: A Narrative Literature Review. Issues Ment Health Nurs. 2021;42(6):541-8.

Czerniak K, Pillai R, Parmar A, Ramnath K, Krocker J, Myneni S. A scoping review of digital health interventions for combating COVID-19 misinformation and disinformation. J Am Med Inform Assoc. 2023;30(4):752-60.

d'Halluin A, Costa M, Morgiève M, Sebbane D. Attitudes of Children, Adolescents, and Their Parents Toward Digital Health Interventions: Scoping Review. J Med Internet Res. 2023;25:e43102.

Daniore P, Nittas V, von Wyl V. Enrollment and Retention of Participants in Remote Digital Health Studies: Scoping Review and Framework Proposal. J Med Internet Res. 2022;24(9):e39910.

Davaris MT, Bunzli S, Trieu J, Dowsey MM, Choong PF. The role of digital health interventions to improve health literacy in surgical patients: a narrative review in arthroplasty. ANZ J Surg. 2022;92(10):2474-86.

Davies H, Chappell M, Wang Y, Phalguni A, Wake S, Arber M, et al. myCOPD App for Managing Chronic Obstructive Pulmonary Disease: A NICE Medical Technology Guidance for a Digital Health Technology. Appl Health Econ Health Policy. 2023;21(5):689-700.

De Angel V, Lewis S, White K, Oetzmann C, Leightley D, Oprea E, et al. Digital health tools for the passive monitoring of depression: a systematic review of methods. NPJ Digit Med. 2022;5(1):3.

de Araújo AJ, de Siqueira Silva Í, de Figueirêdo RC, Lopes RH, Silva C, de Goes Bay Junior O, et al. Alignment and specifics of Brazilian health agencies in relation to the international premises for the implementation of digital health in primary health care: a rhetorical analysis. Front Sociol. 2024;9:1303295.

Demblon MC, Bicknell C, Aufegger L. Systematic review of the development and effectiveness of digital health information interventions, compared with usual care, in supporting patient preparation for paediatric hospital care, and the impact on their health outcomes. Front Health Serv. 2023;3:1103624.

Denecke K, May R, Borycki EM, Kushniruk AW. Digital health as an enabler for hospital@home: A rising trend or just a vision? Front Public Health. 2023;11:1137798.

Devani RN, Kirubakaran A, Molokhia M. Digital health RCT interventions for cardiovascular disease risk reduction: a systematic review and meta-analysis. Health Technol (Berl). 2022;12(4):687-700.

Devine KA, Viola AS, Coups EJ, Wu YP. Digital Health Interventions for Adolescent and Young Adult Cancer Survivors. JCO Clin Cancer Inform. 2018;2:1-15.

DeVore AD, Fudim M, Lund LH. Novel Trial Designs in Heart Failure: Using Digital Health Tools to Increase Pragmatism. Curr Heart Fail Rep. 2024;21(1):5-10.

Di Lorito C, Bosco A, Rai H, Craven M, McNally D, Todd C, et al. A systematic literature review and meta-analysis on digital health interventions for people living with dementia and Mild Cognitive Impairment. Int J Geriatr Psychiatry. 2022;37(6).

Dicker AP, Jim HSL. Intersection of Digital Health and Oncology. JCO Clin Cancer Inform. 2018;2:1-4.

Diez Alvarez S, Fellas A, Santos D, Sculley D, Wynne K, Acharya S, et al. The Clinical Impact of Flash Glucose Monitoring-a Digital Health App and Smartwatch Technology in Patients With Type 2 Diabetes: Scoping Review. JMIR Diabetes. 2023;8:e42389.

Dijkman EM, Ter Brake WWM, Drossaert CHC, Doggen CJM. Assessment Tools for Measuring Health Literacy and Digital Health Literacy in a Hospital Setting: A Scoping Review. Healthcare (Basel). 2023;12(1).

Iravani Saadi M, Moayedi J, Hosseini F, Rostamipour HA, Karimi Z, Rahimian Z, et al. The effects of resveratrol, gallic acid, and piperine on the expression of miR-17, miR-92b, miR-181a, miR-222, BAX, BCL-2, MCL-1, WT1, c-Kit, and CEBPA in human acute myeloid leukemia cells and their roles in apoptosis. Biochemical Genetics. 2023:1-17.

Ghahartars M, Ahmadyan M, Salimkhanian M, Yazdanpanah S, Parvizi MM, Zomorodian K. Levels of zinc and vitamin D3 in patients with pityriasis versicolor: A study in Southern Iran, Shiraz. Dermatologic Therapy. 2020;33(6).

Saadi MI, Ramzi M, Fooladivanda N, Afshinpour S, Ghahramani Z, Ahmadyan M, et al. Probiotics: Potential Benefits and Safety in Hematological Malignancies: Probiotics in Hematologic Cancers. Galen Medical Journal. 2024;13:e3149-e.

Saadi MI, Nikandish M, Ghahramani Z, Valandani FM, Ahmadyan M, Hosseini F, et al. miR-155 and miR-92 levels in ALL, post-transplant aGVHD, and CMV: possible new treatment options. Journal of the Egyptian National Cancer Institute. 2023;35(1):18.

Ahmed A, Aziz S, Abd-Alrazaq A, Farooq F, Househ M, Sheikh J. The Effectiveness of Wearable Devices Using Artificial Intelligence for Blood Glucose Level Forecasting or Prediction: Systematic Review. J Med Internet Res. 2023;25:e40259.

Ahmed A, Aziz S, Abd-Alrazaq A, Farooq F, Sheikh J. Overview of Artificial Intelligence-Driven Wearable Devices for Diabetes: Scoping Review. J Med Internet Res. 2022;24(8):e36010.

Ahmed A, Aziz S, Alzubaidi M, Schneider J, Irshaidat S, Abu Serhan H, et al. Wearable devices for anxiety & depression: A scoping review. Comput Methods Programs Biomed Update. 2023;3:100095.

Aix SP, Núñez-Benjumea FJ, Cervera-Torres S, Flores A, Arnáiz P, Fernández-Luque L. Data-Driven Personalized Care in Lung Cancer: Scoping Review and Clinical Recommendations on Performance Status and Activity Level of Patients With Lung Cancer Using Wearable Devices. JCO Clin Cancer Inform. 2023;7:e2300016.

Alam S, Zhang M, Harris K, Fletcher LM, Reneker JC. The Impact of Consumer Wearable Devices on Physical Activity and Adherence to Physical Activity in Patients with Cardiovascular Disease: A Systematic Review of Systematic Reviews and Meta-Analyses. Telemed J E Health. 2023;29(7):986-1000.

Alugubelli N, Abuissa H, Roka A. Wearable Devices for Remote Monitoring of Heart Rate and Heart Rate Variability-What We Know and What Is Coming. Sensors (Basel). 2022;22(22).

Alyafei K, Ahmed R, Abir FF, Chowdhury MEH, Naji KK. A comprehensive review of COVID-19 detection techniques: From laboratory systems to wearable devices. Comput Biol Med. 2022;149:106070.

Amin T, Mobbs RJ, Mostafa N, Sy LW, Choy WJ. Wearable devices for patient monitoring in the early postoperative period: a literature review. Mhealth. 2021;7:50.

Anwer AH, Khan N, Ansari MZ, Baek SS, Yi H, Kim S, et al. Recent Advances in Touch Sensors for Flexible Wearable Devices. Sensors (Basel). 2022;22(12).

Apoorva S, Nguyen NT, Sreejith KR. Recent developments and future perspectives of microfluidics and smart technologies in wearable devices. Lab Chip. 2024;24(7):1833-66.

Armignacco P, Lorenzin A, Neri M, Nalesso F, Garzotto F, Ronco C. Wearable devices for blood purification: principles, miniaturization, and technical challenges. Semin Dial. 2015;28(2):125-30.

Babu M, Lautman Z, Lin X, Sobota MHB, Snyder MP. Wearable Devices: Implications for Precision Medicine and the Future of Health Care. Annu Rev Med. 2024;75:401-15.

Baldassarre A, Mucci N, Padovan M, Pellitteri A, Viscera S, Lecca LI, et al. The Role of Electrocardiography in Occupational Medicine, from Einthoven's Invention to the Digital Era of Wearable Devices. Int J Environ Res Public Health. 2020;17(14).

Bardi E, Gandolla M, Braghin F, Resta F, Pedrocchi ALG, Ambrosini E. Upper limb soft robotic wearable devices: a systematic review. J Neuroeng Rehabil. 2022;19(1):87.

Bayoumy K, Gaber M, Elshafeey A, Mhaimeed O, Dineen EH, Marvel FA, et al. Smart wearable devices in cardiovascular care: where we are and how to move forward. Nat Rev Cardiol. 2021;18(8):581-99.

Beniczky S, Arbune AA, Jeppesen J, Ryvlin P. Biomarkers of seizure severity derived from wearable devices. Epilepsia. 2020;61 Suppl 1:S61-s6.

Beniczky S, Jeppesen J, Kjær TW, Fabricius M. [Wearable devices for automated seizure detection]. Ugeskr Laeger. 2022;184(26).

Beniczky S, Karoly P, Nurse E, Ryvlin P, Cook M. Machine learning and wearable devices of the future. Epilepsia. 2021;62 Suppl 2:S116-s24.

Beniczky S, Wiebe S, Jeppesen J, Tatum WO, Brazdil M, Wang Y, et al. Automated seizure detection using wearable devices: A clinical practice guideline of the International League Against Epilepsy and the International Federation of Clinical Neurophysiology. Clin Neurophysiol. 2021;132(5):1173-84.

Benson LC, Clermont CA, Bošnjak E, Ferber R. The use of wearable devices for walking and running gait analysis outside of the lab: A systematic review. Gait Posture. 2018;63:124-38.

Bernasconi S, Angelucci A, Aliverti A. A Scoping Review on Wearable Devices for Environmental Monitoring and Their Application for Health and Wellness. Sensors (Basel). 2022;22(16).

Birrer V, Elgendi M, Lambercy O, Menon C. Evaluating reliability in wearable devices for sleep staging. NPJ Digit Med. 2024;7(1):74.

Bocu R. Extended Review Concerning the Integration of Electrochemical Biosensors into Modern IoT and Wearable Devices. Biosensors (Basel). 2024;14(5).

Boland CS. Performance analysis of solution-processed nanosheet strain sensors-a systematic review of graphene and MXene wearable devices. Nanotechnology. 2024;35(20).

Bonacaro A, Rubbi I, Sookhoo D. The use of wearable devices in preventing hospital readmission and in improving the quality of life of chronic patients in the homecare Setting: A Narrative Literature Review. Prof Inferm. 2019;72(2):143-51.

Bowman T, Gervasoni E, Arienti C, Lazzarini SG, Negrini S, Crea S, et al. Wearable Devices for Biofeedback Rehabilitation: A Systematic Review and Meta-Analysis to Design Application Rules and Estimate the Effectiveness on Balance and Gait Outcomes in Neurological Diseases. Sensors (Basel). 2021;21(10).

Bruno E, Böttcher S, Viana PF, Amengual-Gual M, Joseph B, Epitashvili N, et al. Wearable devices for seizure detection: Practical experiences and recommendations from the Wearables for Epilepsy And Research (WEAR) International Study Group. Epilepsia. 2021;62(10):2307-21.

Bube B, Zanón BB, Lara Palma AM, Klocke H. Wearable Devices in Diving: Scoping Review. JMIR Mhealth Uhealth. 2022;10(9):e35727.

Byrom B, Watson C, Doll H, Coons SJ, Eremenco S, Ballinger R, et al. Selection of and Evidentiary Considerations for Wearable Devices and Their Measurements for Use in Regulatory Decision Making: Recommendations from the ePRO Consortium. Value Health. 2018;21(6):631-9.

Caldirola D, Daccò S, Grassi M, Alciati A, Sbabo WM, De Donatis D, et al. Cardiorespiratory Assessments in Panic Disorder Facilitated by Wearable Devices: A Systematic Review and Brief Comparison of the Wearable Zephyr BioPatch with the Quark-b2 Stationary Testing System. Brain Sci. 2023;13(3).

Cannon C. Telehealth, Mobile Applications, and Wearable Devices are Expanding Cancer Care Beyond Walls. Semin Oncol Nurs. 2018;34(2):118-25.

Chang L, Wang YC, Ershad F, Yang R, Yu C, Fan Y. Wearable Devices for Single-Cell Sensing and Transfection. Trends Biotechnol. 2019;37(11):1175-88.

Channa A, Popescu N, Skibinska J, Burget R. The Rise of Wearable Devices during the COVID-19 Pandemic: A Systematic Review. Sensors (Basel). 2021;21(17).

Chen Z, Chen Y, Hedenqvist MS, Chen C, Cai C, Li H, et al. Multifunctional conductive hydrogels and their applications as smart wearable devices. J Mater Chem B. 2021;9(11):2561-83.

Chen Z, Gu Q, Wang G, Wang M, Chen L. [Application and research of smart wearable devices for heart and brain diseases related to high altitude]. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2022;39(2):426-32.

Chikwetu L, Miao Y, Woldetensae MK, Bell D, Goldenholz DM, Dunn J. Does deidentification of data from wearable devices give us a false sense of security? A systematic review. Lancet Digit Health. 2023;5(4):e239-e47.

Chimatapu SN, Mittelman SD, Habib M, Osuna-Garcia A, Vidmar AP. Wearable Devices Beyond Activity Trackers in Youth With Obesity: Summary of Options. Child Obes. 2024;20(3):208-18.

Cho J. Current Status and Prospects of Health-Related Sensing Technology in Wearable Devices. J Healthc Eng. 2019;2019:3924508.

Constantinescu D, Pavlis W, Rizzo M, Vanden Berge D, Barnhill S, Hernandez VH. The role of commercially available smartphone apps and wearable devices in monitoring patients after total knee arthroplasty: a systematic review. EFORT Open Rev. 2022;7(7):481-90.

Coughlin SS, Caplan LS, Stone R. Use of consumer wearable devices to promote physical activity among breast, prostate, and colorectal cancer survivors: a review of health intervention studies. J Cancer Surviv. 2020;14(3):386-92.

Covi E, Donati E, Liang X, Kappel D, Heidari H, Payvand M, et al. Adaptive Extreme Edge Computing for Wearable Devices. Front Neurosci. 2021;15:611300.

De Fazio R, Mattei V, Al-Naami B, De Vittorio M, Visconti P. Methodologies and Wearable Devices to Monitor Biophysical Parameters Related to Sleep Dysfunctions: An Overview. Micromachines (Basel). 2022;13(8).

Devi DH, Duraisamy K, Armghan A, Alsharari M, Aliqab K, Sorathiya V, et al. 5G Technology in Healthcare and Wearable Devices: A Review. Sensors (Basel). 2023;23(5).

Diomidous M, Dalamaga M, Nikolopoulos M, Tzortzis E, Stratigou T, Antonakos G, et al. Wireless Monitoring Through Wearable Devices in the ICU: Are We Close? Stud Health Technol Inform. 2020;272:175-8.

Elgendi M, Menon C. Assessing Anxiety Disorders Using Wearable Devices: Challenges and Future Directions. Brain Sci. 2019;9(3).

Elkefi S. Supporting patients' workload through wearable devices and mobile health applications, a systematic literature review. Ergonomics. 2023:1-17.

Esmaeili B, Vieluf S, Dworetzky BA, Reinsberger C. The Potential of Wearable Devices and Mobile Health Applications in the Evaluation and Treatment of Epilepsy. Neurol Clin. 2022;40(4):729-39.

Gluck S, Chapple LS, Chapman MJ, Iwashyna TJ, Deane AM. A scoping review of use of wearable devices to evaluate outcomes in survivors of critical illness. Crit Care Resusc. 2017;19(3):197-204.

Godoi BB, Amorim GD, Quiroga DG, Holanda VM, Júlio T, Tournier MB. Parkinson's disease and wearable devices, new perspectives for a public health issue: an integrative literature review. Rev Assoc Med Bras (1992). 2019;65(11):1413-20.

Goergen CJ, Tweardy MJ, Steinhubl SR, Wegerich SW, Singh K, Mieloszyk RJ, et al. Detection and Monitoring of Viral Infections via Wearable Devices and Biometric Data. Annu Rev Biomed Eng. 2022;24:1-27.

Guk K, Han G, Lim J, Jeong K, Kang T, Lim EK, et al. Evolution of Wearable Devices with Real-Time Disease Monitoring for Personalized Healthcare. Nanomaterials (Basel). 2019;9(6).

Guo L, Wan K, Liu B, Wang Y, Wei G. Recent advance in the fabrication of carbon nanofiber-based composite materials for wearable devices. Nanotechnology. 2021;32(44).

Haghi M, Danyali S, Ayasseh S, Wang J, Aazami R, Deserno TM. Wearable Devices in Health Monitoring from the Environmental towards Multiple Domains: A Survey. Sensors (Basel). 2021;21(6).

Haghi M, Thurow K, Stoll R. Wearable Devices in Medical Internet of Things: Scientific Research and Commercially Available Devices. Healthc Inform Res. 2017;23(1):4-15.

Hameed D, Sodhi N, Dubin J, Schneider A, Barrack RL, Mont MA. Integrating Smartphone Applications and Wearable Devices for Postoperative Rehabilitation in Total Knee Arthroplasty: A Critical Review. J Arthroplasty. 2024.

Hazra RS, Hasan Khan MR, Kale N, Tanha T, Khandare J, Ganai S, et al. Bioinspired Materials for Wearable Devices and Point-of-Care Testing of Cancer. ACS Biomater Sci Eng. 2023;9(5):2103-28.

Hinde K, White G, Armstrong N. Wearable Devices Suitable for Monitoring Twenty Four Hour Heart Rate Variability in Military Populations. Sensors (Basel). 2021;21(4).

Huang Y, Upadhyay U, Dhar E, Kuo LJ, Syed-Abdul S. A Scoping Review to Assess Adherence to and Clinical Outcomes of Wearable Devices in the Cancer Population. Cancers (Basel). 2022;14(18).

Hughes A, Shandhi MMH, Master H, Dunn J, Brittain E. Wearable Devices in Cardiovascular Medicine. Circ Res. 2023;132(5):652-70.

Hunter H, Bennington-McKay N, Sher J, Psutka SP, Lin C. Emerging Role of Mobile Applications and Wearable Devices for Prehabilitation in Urologic Oncology. Eur Urol Focus. 2024;10(1):20-2.

Izmailova ES, Wagner JA, Perakslis ED. Wearable Devices in Clinical Trials: Hype and Hypothesis. Clin Pharmacol Ther. 2018;104(1):42-52.

Jegan R, Nimi WS. On the development of low power wearable devices for assessment of physiological vital parameters: a systematic review. Z Gesundh Wiss. 2023:1-16.

Jiang J, Zhou S, Li J, Zhou Q, Li X, Gao B. Toward the Next Generation Human-Machine Interaction: Headworn Wearable Devices. Anal Chem. 2024.

Jiang X, Zhang J, Zhao B, Chen F. [Classification and Correlative Technology Development of Wearable Devices]. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2016;33(1):42-8.

Jin H, Abu-Raya YS, Haick H. Advanced Materials for Health Monitoring with Skin-Based Wearable Devices. Adv Healthc Mater. 2017;6(11).

Johnson KT, Picard RW. Advancing Neuroscience through Wearable Devices. Neuron. 2020;108(1):8-12.

Jones AK, Yan CL, Rivera Rodriquez BP, Kaur S, Andrade-Bucknor S. Role of wearable devices in cardiac telerehabilitation: A scoping review. PLoS One. 2023;18(5):e0285801.

Ju F, Wang Y, Yin B, Zhao M, Zhang Y, Gong Y, et al. Microfluidic Wearable Devices for Sports Applications. Micromachines (Basel). 2023;14(9).

Ju YS. Thermal management and control of wearable devices. iScience. 2022;25(7):104587.

Kamišalić A, Fister I, Jr., Turkanović M, Karakatič S. Sensors and Functionalities of Non-Invasive Wrist-Wearable Devices: A Review. Sensors (Basel). 2018;18(6).

Keating BJ, Mukhtar EH, Elftmann ED, Eweje FR, Gao H, Ibrahim LI, et al. Early detection of SARS-CoV-2 and other infections in solid organ transplant recipients and household members using wearable devices. Transpl Int. 2021;34(6):1019-31.

Kekade S, Hseieh CH, Islam MM, Atique S, Mohammed Khalfan A, Li YC, et al. The usefulness and actual use of wearable devices among the elderly population. Comput Methods Programs Biomed. 2018;153:137-59.

Keogh A, Argent R, Anderson A, Caulfield B, Johnston W. Assessing the usability of wearable devices to measure gait and physical activity in chronic conditions: a systematic review. J Neuroeng Rehabil. 2021;18(1):138.

Khedraki R, Srivastava AV, Bhavnani SP. Framework for Digital Health Phenotypes in Heart Failure: From Wearable Devices to New Sensor Technologies. Heart Fail Clin. 2022;18(2):223-44.

Kuo C, Patton D, Rooks T, Tierney G, McIntosh A, Lynall R, et al. On-Field Deployment and Validation for Wearable Devices. Ann Biomed Eng. 2022;50(11):1372-88.

Lee HR, Kim CC, Sun JY. Stretchable Ionics - A Promising Candidate for Upcoming Wearable Devices. Adv Mater. 2018;30(42):e1704403.

Lee S, Kim H, Park MJ, Jeon HJ. Current Advances in Wearable Devices and Their Sensors in Patients With Depression. Front Psychiatry. 2021;12:672347.

Lee W, Schwartz N, Bansal A, Khor S, Hammarlund N, Basu A, et al. A Scoping Review of the Use of Machine Learning in Health Economics and Outcomes Research: Part 1-Data From Wearable Devices. Value Health. 2023;26(2):292-9.

Leroux A, Rzasa-Lynn R, Crainiceanu C, Sharma T. Wearable Devices: Current Status and Opportunities in Pain Assessment and Management. Digit Biomark. 2021;5(1):89-102.

Li W, Wang G, Lei X, Sheng D, Yu T, Wang G. Seizure detection based on wearable devices: A review of device, mechanism, and algorithm. Acta Neurol Scand. 2022;146(6):723-31.

Lim ACY, Natarajan P, Fonseka RD, Maharaj M, Mobbs RJ. The application of artificial intelligence and custom algorithms with inertial wearable devices for gait analysis and detection of gait-altering pathologies in adults: A scoping review of literature. Digit Health. 2022;8:20552076221074128.

Liu C, Feng Z, Yin T, Wan T, Guan P, Li M, et al. Multi-Interface Engineering of MXenes for Self-Powered Wearable Devices. Adv Mater. 2024:e2403791.

Long N, Lei Y, Peng L, Xu P, Mao P. A scoping review on monitoring mental health using smart wearable devices. Math Biosci Eng. 2022;19(8):7899-919.

Ludwig M, Hoffmann K, Endler S, Asteroth A, Wiemeyer J. Measurement, Prediction, and Control of Individual Heart Rate Responses to Exercise-Basics and Options for Wearable Devices. Front Physiol. 2018;9:778.

Magrini ML, Minto C, Lazzarini F, Martinato M, Gregori D. Wearable Devices for Caloric Intake Assessment: State of Art and Future Developments. Open Nurs J. 2017;11:232-40.

Marchand C, De Graaf JB, Jarrassé N. Measuring mental workload in assistive wearable devices: a review. J Neuroeng Rehabil. 2021;18(1):160.

Marengo LL, Barberato-Filho S. Involvement of Human Volunteers in the Development and Evaluation of Wearable Devices Designed to Improve Medication Adherence: A Scoping Review. Sensors (Basel). 2023;23(7).

Marrouche NF. New Consumer Guidance on Wearable Devices from the Consumer Electronics Show 2020. Heart Int. 2020;14(1):9-10.

Mitek A, Jones D, Newell A, Vitale S. Wearable Devices in Veterinary Health Care. Vet Clin North Am Small Anim Pract. 2022;52(5):1087-98.

Mizuno A, Changolkar S, Patel MS. Wearable Devices to Monitor and Reduce the Risk of Cardiovascular Disease: Evidence and Opportunities. Annu Rev Med. 2021;72:459-71.

Mohamadzade B, Hashmi RM, Simorangkir R, Gharaei R, Ur Rehman S, Abbasi QH. Recent Advances in Fabrication Methods for Flexible Antennas in Wearable Devices: State of the Art. Sensors (Basel). 2019;19(10).

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

Nakagami H, Otsuka H, Akiyama H. Monitoring with wearable devices will clarify the association between indoor temperature and blood pressure. Hypertens Res. 2023;46(6):1450-5.

Nakayama A, Ishii N, Mantani M, Samukawa K, Tsuneta R, Marukawa M, et al. Remote Cardiac Rehabilitation With Wearable Devices. Korean Circ J. 2023;53(11):727-43.

Namvari M, Lipoth J, Knight S, Jamali AA, Hedayati M, Spiteri RJ, et al. Photoplethysmography Enabled Wearable Devices and Stress Detection: A Scoping Review. J Pers Med. 2022;12(11).

Natalucci V, Marmondi F, Biraghi M, Bonato M. The Effectiveness of Wearable Devices in Non-Communicable Diseases to Manage Physical Activity and Nutrition: Where We Are? Nutrients. 2023;15(4).

Natarajan P, Fonseka RD, Maharaj MM, Koinis L, Mobbs RJ. Continuous data capture of gait and mobility metrics using wearable devices for postoperative monitoring in common elective orthopaedic procedures of the hip, knee, and spine: a scoping review. J Orthop Surg Res. 2023;18(1):812.

Neri L, Oberdier MT, van Abeelen KCJ, Menghini L, Tumarkin E, Tripathi H, et al. Electrocardiogram Monitoring Wearable Devices and Artificial-Intelligence-Enabled Diagnostic Capabilities: A Review. Sensors (Basel). 2023;23(10).

Nino V, Claudio D, Schiel C, Bellows B. Coupling Wearable Devices and Decision Theory in the United States Emergency Department Triage Process: A Narrative Review. Int J Environ Res Public Health. 2020;17(24).

Peng CK, Cui X, Zhang Z, Yu M. [Wearable devices: Perspectives on assessing and monitoring human physiological status]. Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2023;40(6):1045-52.

Piet A, Jablonski L, Daniel Onwuchekwa JI, Unkel S, Weber C, Grzegorzek M, et al. Non-Invasive Wearable Devices for Monitoring Vital Signs in Patients with Type 2 Diabetes Mellitus: A Systematic Review. Bioengineering (Basel). 2023;10(11).

Prieto-Avalos G, Cruz-Ramos NA, Alor-Hernández G, Sánchez-Cervantes JL, Rodríguez-Mazahua L, Guarneros-Nolasco LR. Wearable Devices for Physical Monitoring of Heart: A Review. Biosensors (Basel). 2022;12(5).

Qureshi FM, Golan R, Ghomeshi A, Ramasamy R. An Update on the Use of Wearable Devices in Men's Health. World J Mens Health. 2023;41(4):785-95.

Rheims S. Wearable devices for seizure detection: Is it time to translate into our clinical practice? Rev Neurol (Paris). 2020;176(6):480-4.

Riffenburg KM, Spartano NL. Physical activity and weight maintenance: the utility of wearable devices and mobile health technology in research and clinical settings. Curr Opin Endocrinol Diabetes Obes. 2018;25(5):310-4.

Robinson T, Condell J, Ramsey E, Leavey G. Self-Management of Subclinical Common Mental Health Disorders (Anxiety, Depression and Sleep Disorders) Using Wearable Devices. Int J Environ Res Public Health. 2023;20(3).

Rohani DA, Faurholt-Jepsen M, Kessing LV, Bardram JE. Correlations Between Objective Behavioral Features Collected From Mobile and Wearable Devices and Depressive Mood Symptoms in Patients With Affective Disorders: Systematic Review. JMIR Mhealth Uhealth. 2018;6(8):e165.

Ryvlin P, Ciumas C, Wisniewski I, Beniczky S. Wearable devices for sudden unexpected death in epilepsy prevention. Epilepsia. 2018;59 Suppl 1:61-6.

Sabry F, Eltaras T, Labda W, Alzoubi K, Malluhi Q. Machine Learning for Healthcare Wearable Devices: The Big Picture. J Healthc Eng. 2022;2022:4653923.

Sajeev JK, Koshy AN, Teh AW. Wearable devices for cardiac arrhythmia detection: a new contender? Intern Med J. 2019;49(5):570-3.

Salamone F, Masullo M, Sibilio S. Wearable Devices for Environmental Monitoring in the Built Environment: A Systematic Review. Sensors (Basel). 2021;21(14).

Salaorni F, Bonardi G, Schena F, Tinazzi M, Gandolfi M. Wearable devices for gait and posture monitoring via telemedicine in people with movement disorders and multiple sclerosis: a systematic review. Expert Rev Med Devices. 2024;21(1-2):121-40.

Salehi W, Gupta G, Bhatia S, Koundal D, Mashat A, Belay A. IoT-Based Wearable Devices for Patients Suffering from Alzheimer Disease. Contrast Media Mol Imaging. 2022;2022:3224939.

Sana F, Isselbacher EM, Singh JP, Heist EK, Pathik B, Armoundas AA. Wearable Devices for Ambulatory Cardiac Monitoring: JACC State-of-the-Art Review. J Am Coll Cardiol. 2020;75(13):1582-92.

Sanches CA, Silva GA, Librantz AFH, Sampaio LMM, Belan PA. Wearable Devices to Diagnose and Monitor the Progression of COVID-19 Through Heart Rate Variability Measurement: Systematic Review and Meta-Analysis. J Med Internet Res. 2023;25:e47112.

Sanchez-Iborra R. LPWAN and Embedded Machine Learning as Enablers for the Next Generation of Wearable Devices. Sensors (Basel). 2021;21(15).

Sandic Spaho R, Uhrenfeldt L, Fotis T, Kymre IG. Wearable devices in palliative care for people 65 years and older: A scoping review. Digit Health. 2023;9:20552076231181212.

Segura Anaya LH, Alsadoon A, Costadopoulos N, Prasad PWC. Ethical Implications of User Perceptions of Wearable Devices. Sci Eng Ethics. 2018;24(1):1-28.

Song Y, Hu C, Wang Z, Wang L. Silk-based wearable devices for health monitoring and medical treatment. iScience. 2024;27(5):109604.

Sparaco M, Lavorgna L, Conforti R, Tedeschi G, Bonavita S. The Role of Wearable Devices in Multiple Sclerosis. Mult Scler Int. 2018;2018:7627643.

Stuart T, Hanna J, Gutruf P. Wearable devices for continuous monitoring of biosignals: Challenges and opportunities. APL Bioeng. 2022;6(2):021502.

Suzuki M, Mitoma H, Yoneyama M. Quantitative Analysis of Motor Status in Parkinson's Disease Using Wearable Devices: From Methodological Considerations to Problems in Clinical Applications. Parkinsons Dis. 2017;2017:6139716.

Teixeira E, Fonseca H, Diniz-Sousa F, Veras L, Boppre G, Oliveira J, et al. Wearable Devices for Physical Activity and Healthcare Monitoring in Elderly People: A Critical Review. Geriatrics (Basel). 2021;6(2).

Teymourian H, Tehrani F, Mahato K, Wang J. Lab under the Skin: Microneedle Based Wearable Devices. Adv Healthc Mater. 2021;10(17):e2002255.

Tsikriteas ZM, Roscow JI, Bowen CR, Khanbareh H. Flexible ferroelectric wearable devices for medical applications. iScience. 2021;24(1):101987.

Uchida Y, Izumizaki M. The use of wearable devices for predicting biphasic basal body temperature to estimate the date of ovulation in women. J Therm Biol. 2022;108:103290.

Urbina J, Abarca VE, Elias DA. Integration of music-based game approaches with wearable devices for hand neurorehabilitation: a narrative review. J Neuroeng Rehabil. 2024;21(1):89.

Vardas P, Cowie M, Dagres N, Asvestas D, Tzeis S, Vardas EP, et al. The electrocardiogram endeavour: from the Holter single-lead recordings to multilead wearable devices supported by computational machine learning algorithms. Europace. 2020;22(1):19-23.

Veerubhotla A, Krantz A, Ibironke O, Pilkar R. Wearable devices for tracking physical activity in the community after an acquired brain injury: A systematic review. Pm r. 2022;14(10):1207-18.

Vescio B, Quattrone A, Nisticò R, Crasà M, Quattrone A. Wearable Devices for Assessment of Tremor. Front Neurol. 2021;12:680011.

Vijayan V, Connolly JP, Condell J, McKelvey N, Gardiner P. Review of Wearable Devices and Data Collection Considerations for Connected Health. Sensors (Basel). 2021;21(16).

Vos G, Trinh K, Sarnyai Z, Rahimi Azghadi M. Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review. Int J Med Inform. 2023;173:105026.

Wang C, Zhang N, Liu C, Ma B, Zhang K, Li R, et al. New Advances in Antenna Design toward Wearable Devices Based on Nanomaterials. Biosensors (Basel). 2024;14(1).

Wang W, Cheng J, Song W, Shen Y. The Effectiveness of Wearable Devices as Physical Activity Interventions for Preventing and Treating Obesity in Children and Adolescents: Systematic Review and Meta-analysis. JMIR Mhealth Uhealth. 2022;10(4):e32435.

Wang YC, Xu X, Hajra A, Apple S, Kharawala A, Duarte G, et al. Current Advancement in Diagnosing Atrial Fibrillation by Utilizing Wearable Devices and Artificial Intelligence: A Review Study. Diagnostics (Basel). 2022;12(3).

Warrington DJ, Shortis EJ, Whittaker PJ. Are wearable devices effective for preventing and detecting falls: an umbrella review (a review of systematic reviews). BMC Public Health. 2021;21(1):2091.

Weizman Y, Tan AM, Fuss FK. The Use of Wearable Devices to Measure Sedentary Behavior during COVID-19: Systematic Review and Future Recommendations. Sensors (Basel). 2023;23(23).

Wells CI, Xu W, Penfold JA, Keane C, Gharibans AA, Bissett IP, et al. Wearable devices to monitor recovery after abdominal surgery: scoping review. BJS Open. 2022;6(2).

Wu W, Haick H. Materials and Wearable Devices for Autonomous Monitoring of Physiological Markers. Adv Mater. 2018;30(41):e1705024.

Xie L, Zhang Z, Wu Q, Gao Z, Mi G, Wang R, et al. Intelligent wearable devices based on nanomaterials and nanostructures for healthcare. Nanoscale. 2023;15(2):405-33.

Yu L, Yang Z, An M. Lab on the eye: A review of tear-based wearable devices for medical use and health management. Biosci Trends. 2019;13(4):308-13.

Zhang H, Hu L, Zheng P, Jia G. Application of wearable devices for monitoring cardiometabolic dysfunction under the exposome paradigm. Chronic Dis Transl Med. 2023;9(3):200-9.

Zhang H, Shen Q, Zheng P, Wang H, Zou R, Zhang Z, et al. Harvesting Inertial Energy and Powering Wearable Devices: A Review. Small Methods. 2024;8(1):e2300771.

Zheng YL, Ding XR, Poon CC, Lo BP, Zhang H, Zhou XL, et al. Unobtrusive sensing and wearable devices for health informatics. IEEE Trans Biomed Eng. 2014;61(5):1538-54.

Thomas JG, Bond DS. Review of innovations in digital health technology to promote weight control. Curr Diab Rep. 2014;14(5):485.

Thomas SA, Browning CJ, Charchar FJ, Klein B, Ory MG, Bowden-Jones H, et al. Transforming global approaches to chronic disease prevention and management across the lifespan: integrating genomics, behavior change, and digital health solutions. Front Public Health. 2023;11:1248254.

Thomford NE, Bope CD, Agamah FE, Dzobo K, Owusu Ateko R, Chimusa E, et al. Implementing Artificial Intelligence and Digital Health in Resource-Limited Settings? Top 10 Lessons We Learned in Congenital Heart Defects and Cardiology. Omics. 2020;24(5):264-77.

Thorlu-Bangura Z, Poole L, Sood H, Khan N, Stevenson F, Khunti K, et al. Digital health, cardiometabolic disease and ethnicity: an analysis of United Kingdom government policies from 2010 to 2022. J Public Health Policy. 2023;44(2):179-95.

Tice JA, Whittington MD, Campbell JD, Pearson SD. The effectiveness and value of digital health technologies as an adjunct to medication-assisted therapy for opioid use disorder. J Manag Care Spec Pharm. 2021;27(4):528-32.

Tiffin N, George A, LeFevre AE. How to use relevant data for maximal benefit with minimal risk: digital health data governance to protect vulnerable populations in low-income and middle-income countries. BMJ Glob Health. 2019;4(2):e001395.

Tilahun B, Gashu KD, Mekonnen ZA, Endehabtu BF, Angaw DA. Mapping the Role of Digital Health Technologies in Prevention and Control of COVID-19 Pandemic: Review of the Literature. Yearb Med Inform. 2021;30(1):26-37.

Tilahun B, Gashu KD, Mekonnen ZA, Endehabtu BF, Angaw DA. Mapping the role of digital health technologies in the case detection, management, and treatment outcomes of neglected tropical diseases: a scoping review. Trop Med Health. 2021;49(1):17.

Till S, Mkhize M, Farao J, Shandu LD, Muthelo L, Coleman TL, et al. Digital Health Technologies for Maternal and Child Health in Africa and Other Low- and Middle-Income Countries: Cross-disciplinary Scoping Review With Stakeholder Consultation. J Med Internet Res. 2023;25:e42161.

Tokgöz P, Hrynyschyn R, Hafner J, Schönfeld S, Dockweiler C. Digital Health Interventions in Prevention, Relapse, and Therapy of Mild and Moderate Depression: Scoping Review. JMIR Ment Health. 2021;8(4):e26268.

Tooley JE, Perez MV. Role of digital health in detection and management of atrial fibrillation. Heart. 2022;108(11):834-9.

Torous J, Hsin H. Empowering the digital therapeutic relationship: virtual clinics for digital health interventions. NPJ Digit Med. 2018;1:16.

Torous J, Stern AD, Bourgeois FT. Regulatory considerations to keep pace with innovation in digital health products. NPJ Digit Med. 2022;5(1):121.

Towett G, Snead RS, Grigoryan K, Marczika J. Geographical and practical challenges in the implementation of digital health passports for cross-border COVID-19 pandemic management: a narrative review and framework for solutions. Global Health. 2023;19(1):98.

Tran DM, Thwaites CL, Van Nuil JI, McKnight J, Luu AP, Paton C. Digital Health Policy and Programs for Hospital Care in Vietnam: Scoping Review. J Med Internet Res. 2022;24(2):e32392.

Triantafyllidis AK, Tsanas A. Applications of Machine Learning in Real-Life Digital Health Interventions: Review of the Literature. J Med Internet Res. 2019;21(4):e12286.

Trupia DV, Mathieu-Fritz A, Duong TA. The Sociological Perspective of Users' Invisible Work: A Qualitative Research Framework for Studying Digital Health Innovations Integration. J Med Internet Res. 2021;23(11):e25159.

Tseng R, Tham YC, Rim TH, Cheng CY. Emergence of non-artificial intelligence digital health innovations in ophthalmology: A systematic review. Clin Exp Ophthalmol. 2021;49(7):741-56.

Tudor Car L, Kyaw BM, Nannan Panday RS, van der Kleij R, Chavannes N, Majeed A, et al. Digital Health Training Programs for Medical Students: Scoping Review. JMIR Med Educ. 2021;7(3):e28275.

Uchmanowicz I, Wleklik M, Foster M, Olchowska-Kotala A, Vellone E, Kaluzna-Oleksy M, et al. Digital health and modern technologies applied in patients with heart failure: Can we support patients' psychosocial well-being? Front Psychol. 2022;13:940088.

Unni E, Gabriel S, Ariely R. A review of the use and effectiveness of digital health technologies in patients with asthma. Ann Allergy Asthma Immunol. 2018;121(6):680-91.e1.

Urban M. 'This really takes it out of you!' The senses and emotions in digital health practices of the elderly. Digit Health. 2017;3:2055207617701778.

Vacca RA, Augello A, Gallo L, Caggianese G, Malizia V, La Grutta S, et al. Serious Games in the new era of digital-health interventions: A narrative review of their therapeutic applications to manage neurobehavior in neurodevelopmental disorders. Neurosci Biobehav Rev. 2023;149:105156.

Valentijn PP, Tymchenko L, Jacobson T, Kromann J, Biermann CW, AlMoslemany MA, et al. Digital Health Interventions for Musculoskeletal Pain Conditions: Systematic Review and Meta-analysis of Randomized Controlled Trials. J Med Internet Res. 2022;24(9):e37869.

van Eijck SC, Janssen DM, van der Steen MC, Delvaux E, Hendriks JGE, Janssen RPA. Digital Health Applications to Establish a Remote Diagnosis of Orthopedic Knee Disorders: Scoping Review. J Med Internet Res. 2023;25:e40504.

van Kessel R, Srivastava D, Kyriopoulos I, Monti G, Novillo-Ortiz D, Milman R, et al. Digital Health Reimbursement Strategies of 8 European Countries and Israel: Scoping Review and Policy Mapping. JMIR Mhealth Uhealth. 2023;11:e49003.

van Mierlo T, Fournier R, Ingham M. Targeting Medication Non-Adherence Behavior in Selected Autoimmune Diseases: A Systematic Approach to Digital Health Program Development. PLoS One. 2015;10(6):e0129364.

van Wamelen DJ, Sringean J, Trivedi D, Carroll CB, Schrag AE, Odin P, et al. Digital health technology for non-motor symptoms in people with Parkinson's disease: Futile or future? Parkinsonism Relat Disord. 2021;89:186-94.

Van Winkle B, Solad Y, Vaswani N, Rosner BI. Navigating the Digital Health Ecosystem to Bridge the Gap from Innovation to Transformation: A NODE. Health Perspective on Digital Evidence. Digit Biomark. 2019;3(2):83-91.

Ahmadi K, Amali A, Saedi B, Dasdar S, Rashedi S, Kianfar N, et al. Evaluation of cephalometric indices in patients with obstructive sleep apnea in comparison with healthy individuals. Advances in Oral and Maxillofacial Surgery. 2022;5:100250.

Amali A, Erfanian R, Amirzargar B, Sadeghi M, Saedi B, Emami H, et al. Polysomnographic Findings Versus Degree of Obstruction During Drug-Induced Sleep Endoscopy and Muller’s Maneuver. Indian Journal of Otolaryngology and Head & Neck Surgery. 2023;75(4):2769-76.

Amirifard H, Jameie M, Akbarpour S, Haghighi KS, Shojaei M, Heidari R, et al. Sleep microstructure and clinical characteristics of patients with restless legs syndrome. Journal of Clinical Sleep Medicine. 2022;18(11):2653-61.

Behkar A, Amirifard H, Samadi S, Alemohammad ZB, Golkhandan AR, Heidari R, et al. Global practice of sleep medicine: Iran. Journal of Clinical Sleep Medicine. 2024;20(6):1009-15.

Erfanian R, Heidari R, Emami H, Amirzargar B. Sleep Medicine Evaluation in the Annual Patient Management Problem (PMP) Exam for Otolaryngology Residents. Indian Journal of Otolaryngology and Head & Neck Surgery. 2022:1-4.

Erfanian R, Heidari R, Najafi A, Amirzargar B. Trends for Publications of Sleep Medicine and Upper Airway Sleep Surgery in PubMed Central Data Base: A Quadratic Growth Prediction. Journal of Sleep sciences. 2022.

Erfanian R, Mohebbi M, Abdullah H, Sadeghniiat-Haghighi K, Najafi A, Heidari R, et al. Effect of Lidocaine-prilocaine Cream on Using CPAP Mask Amongst Patients Undergone PAPtitration Study for Obstructive Sleep Apnea: A Randomized Controlled Trial Study. Indian Journal of Otolaryngology and Head & Neck Surgery. 2024:1-6.

Heidari R, Amirzargar B. Cleft Lip and Palate Diagnosis and Surgical Intervention. Innovative Perspectives in Oral and Maxillofacial Surgery. 2021:421-31.

Heidari R, Erfaniyan R, Emami H, Heidari M. effect of multilevel surgery on post surgical pain, in patients with obstructive sleep apnoea. Sleep Medicine. 2022;100:S248.

Heidari R, Najafi A, Jahanbakhsh F, Erfanian R, Yazdani M. Validity and reliability of the Persian version of the Athens Insomnia Scale. concern.11:12.

Heidari R, Najafzadeh M, Erfaniyan R, Razmpa E, Emami H, Heidari M. Evaluation of Effective Factors on Pain in Patients Undergoing Sleep Apnea Surgery. Journal of Contemporary Medical Sciences. 2022;8(1).

Heidari R, Nikoee N, Hoseini MS, Najafi A, Amali A, Amirzargar B, editors. Comparison between polysomnography scoring of auto-analyzing software with trained technician. JOURNAL OF SLEEP RESEARCH; 2018: WILEY 111 RIVER ST, HOBOKEN 07030-5774, NJ USA.

Heidari R, Shamsadini A, Najafi A, Erfanian R. Identifying Affecting Factors on Acceptance with CPAP on the First Night of PAP Titration in Sleep Clinic on Patients with Obstructive Sleep Apnea. Iranian Journal of Otorhinolaryngology. 2023;35(131):303.

Najafi A, Ala M, Amali A, Hivechi N, Heidari R, Mokary Y. An Evaluation of Obstructive Sleep Apnea Patient’s Quality of life Following Continuous Positive Airway Pressure and Uvulopalatopharyngoplasty. Indian Journal of Otolaryngology and Head & Neck Surgery. 2024;76(1):753-7.

Nikoee N, Hoseini MS, Najafi A, Amali A, Amirzargar B, Heidari R. Exploration of Reliable Parameters Scored by Automated Analysis in Polysomnography. Journal of Sleep Sciences. 2018;3(3-4):90-4.

Panah ZE, Sharifi A, Zoafa S, Etemadi-Aleagha A, Sohrabpour S, Behzadi M, et al. Uvulopalatopharyngoplasty with and without modified thyrohyoid suspension for obstructive sleep apnea treatment: a randomized clinical trial. European Archives of Oto-Rhino-Laryngology. 2023;280(10):4677-85.

Saghezchi SA, Azad N, Heidari R, Jajarmi V, Abdi S, Abaszadeh H-A, et al. The Effect of Prenatal Exposure to 2.4 GHz Radio Frequency on the Histology and Expression of the osteocalcin and RUNX2 Gene of the Forelimb in an NMRI Mouse. Journal of Lasers in Medical Sciences. 2019;10(4):283.

Shabani M, Akbarpour S, Shojaei M, Nejad M, Sadeghniiat-Haghighi K, Heidari R, et al., editors. Discrepancy between self-perceived sleep characteristics and polysomnographic parameters amongst patients of a referral sleep clinic. JOURNAL OF SLEEP RESEARCH; 2022: WILEY 111 RIVER ST, HOBOKEN 07030-5774, NJ USA.

Shahbazi M, Heidari R, Tafakhori A, Samadi S, Nikeghbalian Z, Amirifard H, et al. The effects of atomoxetine and trazodone combination on obstructive sleep apnea and sleep microstructure: A double-blind randomized clinical trial study. Sleep Medicine. 2024;113:13-8.

Stevens MR, Ghasemi S, Tabrizi R. Innovative Perspectives in Oral and Maxillofacial Surgery: Springer Nature; 2021.

Digital Health and Wearable Technologies




How to Cite

Karimian, S., Taheri, F., Farrokhi, M., Farrokhi, M., Bayat, Z., Mousavi Zadeh, S. A., Ghadirzadeh, E., Abdollahi, S. A., Bayanati, M., Ahmadpour, A., Nazary, A., Samadi, S., Noorbakhsh, M., Taherlou, S., Taherlou, A., Safari, M., Sedighi, A., Molaei, Z., Toussi, M., Honarvar, F., Sabouri, M., Mortazavi Moghadam, F., Askarinejad, A., Abbasmofrad, H., Alipour, M., Abbasian, N., Emtiazi, N., Hosseini Hooshiar, M., Khorsandi, M., Khorsand, K., Riahi, F., & Hassanzadeh, H. (2024). Digital Health and Wearable Technologies. Kindle, 4(1), 1–240. Retrieved from



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