eHealth on the balance sheet: A Delphi study with ICT support and management staff
DOI:
https://doi.org/10.3989/ris.2026.84.1.1514Keywords:
eHealth, Delphi, Health, Spain, TICAbstract
Digital innovations have driven eHealth, transforming the relationship between healthcare systems and patients. Beyond assistential improvements, the literature highlights significant organizational benefits. However, concerns remain about the equity and inclusion ensured by ICT, particularly regarding risks like digital exclusion. Through a two-round Delphi study with eHealth implementers, advantages and disadvantages were identified, along with proposed improvements. The most notable benefits include efficiency, accessibility, and decision-making support. Yet, threats such as resistance to change, the digital divide, dehumanization of care, and technological dependence were also noted. Policymakers implementing these strategies recognize their transformative potential but stress the need for measures to mitigate structural inequalities. Key recommendations include enhancing training, usability, cybersecurity, and comprehensive planning to ensure an inclusive and effective digital transition.
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References
Acilar, Ali. 2020. “Exploring the gender digital divide in e-government use in a developing country”. International Journal of Public Administration in the Digital Age 7(4):1–15.
Agre, Philip E. 1994. “Surveillance and capture: Two models of privacy”. Information Society 10(2):101–127.
Ahern, David K., Kreslake, Jennifer M., y Phalen, Judith M. 2006. “What is eHealth (6): Perspectives on the evolution of eHealth research”. Journal of Medical Internet Research 8(1): e4.
Al-Zuabi, Haifa y Mahmud, Murni. 2011. “Implementation of e-Government in Arab countries: A literature review”. 2011 International Conference on Research and Innovation in Information Systems (ICRIIS’11): 1-5.
Baykurt, Burcu. 2025. “Gov-tech as capture: Public infrastructures under data capitalism”. Information, Communication and Society 28(15): 2795-2810.
Bharosa, Nitesh. 2022. “The rise of GovTech: Trojan horse or blessing in disguise? A research agenda”. Govern ment Information Quarterly 39(3): 101692.
Becker, Genevieve E. y Roberts, Trudie. 2009. “Do We Agree? Using a Delphi Technique to Develop Consensus on Skills of Hand Expression”. Journal of Human Lactation 25(2):220–225.
Beinema, Tessa, Akker, Harm op den, Hermens, Hermie J. y van Velsen, Lex. 2023. “What to Discuss?—A Blueprint Topic Model for Health Coaching Dialogues With Conversational Agents”. International Journal of Human-Computer Interaction 39(1):164–182.
Butler, Tom. 2002. “Bridging the digital divide through educational initiatives: Problems and solutions”. Informing Science 5(3):133–144.
Cernadas, Andrés, Barral Buceta, Bran, Fernández da Silva, Ángela, Bouzas-Lorenzo, Ramón, y Garaikoetxea Iturriria, Ana. 2020a. “The Present and Future of eHealth in Spain From a Health Management Perspective”. International Journal of Health Services 52(3) 400-409
Cernadas, Andrés, Bouzas-Lorenzo, Ramón, Mesa del Olmo, Adela y Barral Buceta, Bran. 2020b. “Opinion of doctors and users on e-health advances in primary care”. Atención Primaria 52(6): 389–399.
Chandak Alaka, Mrudula Holkar, Abhishek Moghe y Ketaki Washikar 2023. “Use of telehealth during COVID-19 pandemic in India: Literature review”. International Journal of Public Health Science 12(1):164–171.
Cometta, Mosè. 2021. “Digital capitalism and the e-health revolution”. Tekno kultura. Rev ista de Cultura Digital y Movimientos Sociales 18(2): 175-183.
De Marco, Stefano. 2021. “E-Government and Digital Inequality: The Spanish Case Study”. International Journal of Public Administration in the Digital Age 8(1): 1-19.
Estrela, Marta, Ferreira, Pedro L. Roque, Fátima, y Herdeiro, Maria Teresa. 2025. “Simplification, decentralization, proximity – A critical analysis of the digital health framework in Portugal through expert interviews”. International Journal of Medical Informatics 201: 105962.
Fernández da Silva, Ángela, Bran Barral Buceta y Xosé M. Mahou-Lago. 2022. “eHealth policy in Spain: A comparative study between general population and groups at risk of social exclusion in Spain”. Digital Health 8.
Forni, Pablo y de Grande, Pablo. 2020. “Triangulación y métodos mixtos en las ciencias sociales contemporáneas”. Revista Mexicana de Sociología 82(1):159–189.
Fountzilas, Elena, Pearce, Tillmanm, Baysal, Mehmet A., Chakraborty, Abhijit y Tsimberidou, Apostolia M. 2025. “Convergence of evolving artificial intelligence and machine learning techniques in precision oncology”. NPJ Digital Medicine 8(1):75.
Goodman, Kylie L. y Mayhorn, Christopher B.. 2023. “It’s not what you say but how you say it: Examining the influence of perceived voice assistant gender and pitch on trust and reliance”. Applied Ergonomics 106: 103864.
Greavu-Şerban, Valerică, Gheorghiu, Alexandra y Ungureanu, Cosmin. 2025. “A multidimensional perspective of digitization in Romanian public institutions”. World Development 191: 106996.
Haz-Gomez, F., López-Martínez, G., & Manzanera-Román, S. (2024). La exclusión digital como una forma de exclusión social: una revisión crítica del concepto de brecha digital. 4, 57–89.
Kolotouchkina, Olga, Ripoll González, Laura y Belabas, Warda. 2024. “Smart Cities, Digital Inequalities, and the Challenge of Inclusion”. Smart Cities 7(6):3355–3370.
Koonin, Lisa M., Hoots, Brooke, A. Tsang, Clarisse, Leroy, Zanie, Farris, Kevin, Jolly, B.Tilman, Antall, Peter, McCabe, Bridget, Zelis, Cynthia B. R., Tong, Ian y Harris, Aaron M. 2020. “Trends in the Use of Telehealth During the Emergence of the COVID-19 Pandemic—United States, January–March 2020”. MMWR. Morbidity and Mortality Weekly Report 69 (43): 1595–1599.
Kulyk, Oksana, Britton-Steele, Lauren, Paja, Elda, Duckert, Melanie y Barkhuus, Louise. 2022. “You have been in Close Contact with a Person Infected with COVID-19 and you may have been Infected”: Understanding Privacy Concerns, Trust and Adoption in Mobile COVID-19 Tracing Across Four Countries”. Proceedings of the ACM on Human-Computer Interaction 6 (MHCI): 1 - 27.
Landeta, Jon. 2006. “Current validity of the Delphi method in social sciences”. Technological Forecasting and Social Change 73 (5): 467–482.
Lindberg, Jens y Lundgren, Anna Sofia. 2022. “The affective atmosphere of rural life and digital healthcare: Understanding older persons’ engagement in eHealth services”. Journ al of Rural St udies 95:77–85.
Linstone, H. A., & Turoff, M. (2002). The Delphi Method.Techniques and Applications. Addison-Wesley Reading, MA. https://www.foresight.pl/assets/downloads/publications/Turoff_Linstone.pdf
Løberg, Ida Bring. 2021. “Efficiency through digitalization? How electronic communication between frontline workers and clients can spur a demand for services”. Government Information Quarterly 38(2): 101551.
Lu, Si Yinn, Yoon, Sungwon, Yee, Wang Qi; Wen Ngiam, Nerice Heng, Ng, Kennedy Yao Yi y Low, Lian Leng 2023. “Experiences of a Community-Based Digital Intervention Among Older People Living in a Low-Income Neighborhood: Qualitative Study”. JMIR Aging 7.
Maceviciute, Elena y Wilson, Tomas. 2018. “Digital means for reducing digital inequality: Literature review”. In for ming Science 21:269–287.
MacKinnon, Anna L., Silang, Katherine, Penner, Kailey, Zalewski, Maureen, Tomfohr-Madsen Lianne y Roos, Leslie E. 2022. “Promoting Mental Health in Parents of Young Children Using eHealth Interventions: A Systematic Review and Meta analysis”. Clinical Child and Family Psychology Review 25(3):413–434.
Manzanera-Román, Salvador y Haz-Gómez, Francisco E. 2022. “Soluciones tecnológicas y organizativas en la adaptación de la Administración electrónica a las personas mayores”. Soc iologí a y Tecnoc ienc ia 12(2): 73-95.
Matsieli, Molefi y Mutula, Stephen. 2024. “COVID-19 and Digital Transformation in Higher Education Institutions: Towards Inclusive and Equitable Access to Quality Education”. Education Sciences 14(8):819.
McCoyd, Judith L. M., Curran, Laura, Candelario, Elsa, Findley, Patricia A. y Hennessey, Kerry. 2023. “Social service providers under COVID-19 duress: Adaptation, burnout, and resilience”. Journ al of Social Work 23 (1):85–102.
Montaña, Mireia, Estanyol, Elisenda y Lalueza, Ferran. 2015. “Our seniors challenge to the new media: Uses and opinions”. Profesional de la Información 24 (6): 759–765.
Neter, Efrat y Brainin, Esther. 2012. “eHealth Literacy: Extending the Digital Divide to the Realm of Health Information”. Journal of Medical Internet Research 14(1):e19.
Organisation for Economic Co-operation and Development. 2001. Under standing the digital divide.
Okunlola, John Olayemi, Naicker, Suraiya Rathankoomar y Uleanya, Chinaza. 2024. “Digital leadership in the fourth industrial revolution enacted during the COVID-19 pandemic: A systematic review”. Cogent Education 11(1).
Pérez Andrés, Carmen. 2000. “Are consensus methods qualitative research?”. Revista Española de Salud Pública 74 (4): 319–321
Raihan, Mohammad M.H., Subroto, Sujoy, Chowdhury, Nashit, Koch, Katharina, Ruttan, Erin y Turin, Tanvir C. 2025. “Dimensions and barriers for digital (in)equity and digital divide: A systematic integrative review”. Digital Transformation and Society 4 (2): 111–127.
Rodríguez-Pulido, Francisco, Rodríguez-Quintero, Laura, Rodríguez-Pulido, Josefa y Rodríguez-García, Ángeles. 2019. “Approach to the use of technologies in health systems: Ehealth and mhealth”. Revista de la Facultad de Medicina 67 (4): 457–462.
Scandurra, Isabella y Liljequist, David. 2016. “Ten Demands of Improved Usability in eHealth and Some Progress— Co-Creation by Health and Social Care Professionals”. Studies in Health Technology and Informatics 225: 227–231
Scott, Richard E. y Mars, Maurice. 2013. “Principles and Framework for eHealth Strategy Development”. Journ al of Medical Internet Research 15(7):e155.
Caridad Sebastian, Ayuso García, María Dolores. 2011. “Status of the gender digital divide and inclusion measures in Spain”. Investigación Bibliotecológica 25 (55) :227–252.
Selwyn, Neil. 2008. “The use of ICT in education and the promotion of social inclusion: A critical perspective from the UK”. Educação e Soc iedade 29(104):815–850.
Southgate, Genevieve, Yassaee, Arrash A, Harmer, Matthew J., Livesey, Helen, Pryde, Kate y Roland, Damian. 2022. “Use of Telemedicine in Pediatric Services for 4 Representative Clinical Conditions: Scoping Review”. Journal of Medical Internet Research 24 (10).
Tangi, Luca, Rodríguez Müller, A. Paula, y Janssen, Marijn. 2025. “AI-augmented government transformation: Organisational transformation and the sociotechnical implications of artificial intelligence in public administrations”. Government Information Quarterly 42 (3): 1-13.
Vigoda-Gadot, Eran y Mizrahi, Shlomo. 2024. “The digital governance puzzle: Towards integrative theory of humans, machines, and organizations in public management”. Tec hno log y in Societ y 77.
Western, Max J., Smit, Eline S., Gültzow, Thomas, Neter, Efrat, Sniehotta, Falko F., Malkowski, Olivia S., Wright, Charlene, Busse, Heide, Peuters, Carmen, Rehackova, Lucia, Oteșanu, Angelo Gabriel, Ainsworth, Ben, Jones, Christopher M., Kilb, Michael, Rodrigues, Angela M., Perski, Olga, Wright, Alison, König, Laura M. 2025. “Bridging the digital health divide: A narrative review of the causes, implications, and solutions for digital health inequalities”. Health Psychology and Behavioral Medicine 13 (1).
Yu, Wang, Ji, Ying, Li, Zhijing,Wang, Kun, Jiang, Xue, Chang, Chun. 2025. “Study on the ‘digital divide’ in the continuous utilization of Internet medical services for older adults: Combination with PLS-SEM and fsQCA analysis approach”. International Journal for Equity in Health 24 (71).
Zeng, Yangyan, Fu, Jiaojuan, Cao, Wenzhi, Chen, Yang, Yang, Zhihui. 2024. “Research Hotspots and Knowledge Framework of Digital Healthcare Service Management from the Perspective of the Silver Economy”. Sustainability 16 (22), 9735.
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