Evidence mapPaperPMID 42478939Full record

ArticleJournal of medical Internet research2026

Digital Transformation in Health Care: Are We on the Right Track?

Guilherme Tortorella, Flavio Fogliatto, Roberto Vassolo, Alejandro Mac Cawley, Diego Tlapa

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Guilherme TortorellaDepartment of Mechanical Engineering, The University of Melbourne, 2204/915 Collins St, Docklands, Melbourne, Australia, 61 492481774, 61 492481774.ORCID http://orcid.org/0000-0003-2396-4665
Flavio FogliattoIndustrial Engineering Department, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.ORCID http://orcid.org/0000-0002-0323-8060
Roberto VassoloIAE Business School, Austral University, Buenos Aires, Buenos Aires F.D, Argentina.ORCID http://orcid.org/0000-0002-0870-397X
Alejandro Mac CawleyDepartment of Industrial and Systems Engineering, Pontificia Universidad Católica de Chile, Santiago, Santiago Metropolitan, Chile.ORCID http://orcid.org/0000-0002-4848-4732
Diego TlapaIndustrial Engineering Department, Universidad Autónoma de Baja California, Ensenada, Baja California, Mexico.ORCID http://orcid.org/0000-0002-1491-5442

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Unlabelled: Health care digital transformation is gaining increasing attention, despite the observed challenges in its implementation. The envisioned benefits, together with the growing need for better health care, are motivating academia, organizations, regulatory agencies, and governments to develop more effective digital health care solutions. Through extensive debates among the authors, this paper discusses how digital transformation is being conducted in the health care sector. Our discussion relies on concepts from sociotechnical systems theory, categorizing it into 3 social (people, culture, and goals) and 3 technical (processes/procedures, infrastructure, and technology) dimensions. Drawing on both the literature discussed in this paper and our combined academic and practical experience-each author contributing over a decade of work in health care digital transformation-we examined current digitalization efforts from a sociotechnical standpoint. Overall, we argue that both social and technical dimensions present elements that have either encouraged or discouraged the progress of health care digital transformation. The identification of current trends on such (on- and off-track) elements allowed the formulation of 12 propositions across each sociotechnical dimension for future testing and validation. This approach can help establish better government policies, foster private initiatives, and shift regulatory guidelines to support a successful digital transformation in health systems. Finally, from a research perspective, we outline some opportunities for further interdisciplinary investigation in the field, promoting advances in the understanding of health care digital transformation.

Indexed as

Delivery of Health CareDigital TechnologyDigital HealthHumansdigital transformationhealth careHealthcare 4.0Industry 4.0sociotechnical systems

Identifiers

PMID42478939
PMCPMC13386668

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.