Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Beyond early and late adopters

Reimagining health technology readiness through health-related circumstances

Bibliographic Data

ID6455887
AuthorsTuuli Turja (0000-0001-7815-9511), Virpi Jylhä (0000-0002-0725-1414), Milla Rosenlund (0000-0001-9867-2347), Hanna Kuusisto (0000-0002-3697-4961)
Year2025
Volume10
Pages101003-101003
Publication date2025-07-15
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueSustainable Futures (JOURNAL)
Journal identifiersISSN: 2666-1888
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.sftr.2025.101003
OpenAlexW4412437482
LanguageEN
References cited41

Digital healthcare services are becoming increasingly integral to daily life, yet the diversity of service users and their individual circumstances are often overshadowed by the assumption of a deterministic progression in technology adoption over time. This study examines whether individual health-related circumstances underlie the variance in health technology adoption among people with chronic conditions, challenging the more common view that technology-related factors are the main drivers of these differences. The study used survey data (N = 287) collected from people with multiple sclerosis or epilepsy in Finland. In the first phase, the technology adoption outcome measured in the multidimensional readiness and enablement index for health technology was categorized into early, majority, and late adopters through cluster analysis. In the second phase, the variance in health-related circumstances was analyzed depending on the level of health technology adoption. Later adoption was linked to co-occuring disadvantages, where health-related anxiety and limited support were associated with decreased engagement. Extending the temporal perspective on early and late technology adoption, our findings suggest circumstantial patterns influenced by health-related anxiousness, coping strategies, and access to informal and formal social support. These insights highlight the need to rethink how digital healthcare services are introduced, ensuring they accommodate diverse readiness levels rather than assuming a universal adoption path. Socially sustainable healthcare design must integrate strategies that anticipate individual needs, allowing people to navigate technology at their own pace, and reshaping the future of patient-centered, healthy digital society

Business · Early adopter · Political science · Biomedical and Engineering Education · Persona Design and Applications · Psychology · Quality and Safety in Healthcare · Marketing

  • The test of functional health literacy in adults

    Open Access•Ruth M Parker, David W Baker et al.•Journal of General Internal…•1995

  • Trust in Artificial Intelligence

    Open Access•Alexandra D Kaplan, Loyola de Palacio del Valle Lersundi et al.•Human Factors: The Journal of the…•2023

  • Challenges and opportunities for social sustainability in education

    Open Access•Åsa Nilsson Dahlström•Cogent Social Sciences•2025

  • Disambiguating Between Privacy and Security in the Context of Health Care

    Open Access•Victoria Kisekka, Sanjay Goel et al.•Cyberpsychology Behavior and…•2021

  • Assessing Acceptance of Assistive Social Agent Technology by Older Adults

    Open Access•Marcel Heerink, Ben Kröse et al.•International Journal of Social…•2010

  • Positive Turn in Elder-Care Workers’ Views Toward Telecare Robots

    Open Access•Tuuli Turja, Sakari Taipale et al.•International Journal of Social…•2022

  • Towards a unified list of ethical principles for emerging technologies. An analysis of four European reports on molecular biotechnology and artificial intelligence

    Open Access•Joachim Boldt, ELISA ORRÙ•Sustainable Futures•2022

  • An extension of technology acceptance model for mHealth user adoption

    Open Access•Manindra Rajak, Krishnendu Shaw•Technology in Society•2021

  • The role of technology adoption in sustainable development

    Open Access•Mostafa Al-Emran, Charla Griffy-Brown•Technology in Society•2023

  • Equitable technology development

    Open Access•Jonathan Ensor, Steven L Johnson et al.•Sustainable Futures•2025

Citation velocityhistorical
Highly citedNo

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae