Evidence map›Paper›PMID 41836619›Full record

ReviewDigital health

Immersive futures in healthcare: A mapping review of review articles on the metaverse.

Pauliina Rikala, Minna Ylönen, Mads Solberg, Charlott Sellberg, Ville Heilala, Teuvo Antikainen, Miguel Munoz, Tommi Kärkkäinen, Raija Hämäläinen

Abstract readReview
In one paragraph

Review in Digital health. 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

9 authors.

Pauliina RikalaDepartment of Education, University of Jyväskylä, Jyväskylä, Finland.ORCID https://orcid.org/0000-0002-3736-8402
Minna YlönenHospital Nova, Wellbeing Services County of Central Finland, Jyväskylä, Finland.ORCID https://orcid.org/0000-0002-8684-2190
Mads SolbergDepartment of Health Sciences, Norwegian University of Science and Technology, Ålesund, Norway.ORCID https://orcid.org/0000-0002-4029-4707
Charlott SellbergDepartment of Applied Information Technology, University of Gothenburg, Göteborg, Sweden.ORCID https://orcid.org/0000-0002-7451-6208
Ville HeilalaDepartment of Social Sciences and Philosophy, University of Jyväskylä, Jyväskylä, Finland.ORCID https://orcid.org/0000-0003-2068-2777
Teuvo AntikainenHospital Nova, Wellbeing Services County of Central Finland, Jyväskylä, Finland.ORCID https://orcid.org/0000-0002-0686-9976
Miguel MunozHospital Nova, Wellbeing Services County of Central Finland, Jyväskylä, Finland.ORCID https://orcid.org/0000-0003-3604-3064
Tommi KärkkäinenFaculty of Information Technology, University of Jyväskylä, Jyväskylä, Finland.ORCID https://orcid.org/0000-0003-0327-1167
Raija HämäläinenDepartment of Education, University of Jyväskylä, Jyväskylä, Finland.ORCID https://orcid.org/0000-0002-3248-9619

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The metaverse has the potential to transform healthcare and healthcare education by offering immersive, interactive experiences. As research on the metaverse rapidly expands, a synthesis is required to understand its current state, trends, and future directions in healthcare. Methods: We conducted a mapping review of existing review studies on the metaverse in healthcare using topic modeling, hierarchical clustering, and qualitative interpretation. This was complemented by computational text analysis to examine thematic developments and structural patterns. Results: The analysis yielded three distinct clusters: (1) immersive therapeutic and educational applications with intelligent integration, (2) immersive technologies for surgical training and clinical simulation, and (3) integrated, immersive, and intelligent technologies for personalized, networked healthcare. These clusters illustrate a shift from conceptual exploration toward applied, system-level integration. Applications show promise in mental health, surgical education, and personalized care, among others, but the evidence is preliminary. Key risks include privacy concerns, governance gaps, and equity challenges. Conclusions: As enthusiasm for metaverse technologies grows, it is crucial to ensure that optimism does not outpace evidence and readiness. The metaverse offers significant opportunities for human-centered healthcare and professional training, but it requires rigorous validation, ethical frameworks, and inclusive design. To ensure responsible adoption and a sustainable impact, it is critical to align developments with the WHO's strategic objectives of collaboration, implementation, governance, and human-centered systems.

Indexed as

healthcareimmersive technologiesintelligent technologiesmapping reviewMetaverse

Identifiers

PMID41836619
PMCPMC12988307

What OpenQuestion 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 OpenQuestion graph.