Evidence map›Paper›PMID 42121667›Full record

ArticleHealthcare (Basel, Switzerland)2026

Institutional Governance for Sustainable Utilisation of Healthcare IoT Technologies: Moving Beyond Technology Acceptance to Conditions of Use.

Yuyao Lang, Aini Aman, Kamarul Baraini Keliwon, Syaima Adznan, Hui Zhang

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Digital Health Among Educators: A Scoping Review.Healthcare (Basel, Switzerland) · 2026
    Review
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.

Yuyao LangFaculty of Economics and Management, University Kebangsaan Malaysia (UKM), Bangi 43600, Selangor, Malaysia.ORCID 0009-0003-3442-5840
Aini AmanFaculty of Economics and Management, University Kebangsaan Malaysia (UKM), Bangi 43600, Selangor, Malaysia.ORCID 0000-0002-1524-6615
Kamarul Baraini KeliwonFaculty of Economics and Management, University Kebangsaan Malaysia (UKM), Bangi 43600, Selangor, Malaysia.
Syaima AdznanFaculty of Economics and Management, University Kebangsaan Malaysia (UKM), Bangi 43600, Selangor, Malaysia.ORCID 0000-0002-0665-5994
Hui ZhangFaculty of Economics and Management, University Kebangsaan Malaysia (UKM), Bangi 43600, Selangor, Malaysia.ORCID 0009-0000-9848-1065

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND/

objectivesThe digital transformation of healthcare has become a key component of building resilient and sustainable health systems. However, the long-term sustainability of digital health technologies depends not only on user acceptance but also on the institutional governance conditions that shape how these technologies are implemented and utilised in practice. This study examines how institutional factors shape the sustainable utilisation patterns of Internet of Things (IoT) technologies in regulated healthcare environments, with hospital IoT-based asset management systems, a mature and widely deployed use case in China's public hospitals, providing the empirical context for the investigation.

methodsDrawing on institutional theory and the Technology Acceptance Model (TAM), we conceptualise user perceptions as behavioural micro-foundations through which institutional conditions influence technology utilisation. A survey of 293 healthcare professionals from two large public hospitals in China was analysed using Structural Equation Modelling (SEM), incorporating mediation and Multi-Group Analysis (MGA).

resultsThe results demonstrate that technical compatibility (TC) significantly enhances perceived ease of use (PEU) (β = 0.40), while organisational support (OS) positively influences both perceived usefulness (PU) (β = 0.35) and PEU (β = 0.30). Conversely, regulatory compliance (RC) negatively affects PU (β = -0.25) and PEU (β = -0.20), revealing a tension between accountability requirements and operational efficiency. The model explains between 58% and 67% of the variance in key constructs.

conclusionsOverall, the findings indicate that sustainable utilisation patterns depend on alignment between technological capabilities and institutional governance conditions, with user perceptions operating as behavioural micro-foundations through which institutional effects are transmitted. By integrating institutional theory with technology acceptance research, this study contributes a governance perspective for understanding sustainable digital transformation in healthcare systems and provides practical insights for designing interoperable, compliant, and supportive digital health infrastructures to enhance hospital operational efficiency and quality of care.

Indexed as

healthcareinstitutional governanceInternet of Things (IoT)organisational supportregulatory compliancesustainable digital transformationtechnology utilisation

Identifiers

PMID42121667
PMCPMC13164294

What OpenQuestion holds

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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 OpenQuestion graph.