ArticleSensors (Basel, Switzerland)2023
Metaverse in Healthcare Integrated with Explainable AI and Blockchain: Enabling Immersiveness, Ensuring Trust, and Providing Patient Data Security.
Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05829395 (The Effect of Metaverse-based Education on Nursing Students' Learning Motivation and Academic Achivement), which is not on this map. Cited by 29 papers, 1 of them a synthesis that pooled 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.
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.
The Effect of Metaverse-based Education on Nursing Students' Learning Motivation and Academic Achivement
Who cites it
29 citing papers in PubMed, 1 synthesis or guideline pooled it, 238 citations in OpenAlex.
- Blockchain-enabled digital twin systems in healthcare: a systematic scoping review of architectural integration, privacy, governance, ethical challenges, and regulatory solutions under GDPR and HIPAA.Frontiers in digital health · 2026Pooled it
- Metaverse Clinic for Pregnant Women With Subclinical Hypothyroidism: Prospective Randomized Study.Journal of medical Internet research · 2025Trial
- "Your Digital Doctor Will Now See You": A Narrative Review of VR and AI Technology in Chronic Illness Management.Healthcare (Basel, Switzerland) · 2026Review
- Applications of Artificial Intelligence Technologies in Nursing for Noncommunicable Chronic Diseases: A Scoping Review.Journal of nursing management · 2026Article
- Mapping research trends and competency domains in nursing-related digital and artificial intelligence technologies: A bibliometric analysis.International journal of nursing sciences · 2026Review
- Metaverse in surgery - origins and future potential.Nature reviews. Urology · 2026Review
- Metaverse and Immersive Technologies: Redefining the Future of Healthcare: A Scoping Review.International journal of preventive medicine · 2026Review
- The Use of Metaverse in Radiology: A Systematic Review.Health science reports · 2025Review
- An overview of Metaverse in healthcare. Potential application in forensic and legal medicine.Forensic science, medicine, and pathology · 2025Review
- Exploring the Application of AI and Extended Reality Technologies in Metaverse-Driven Mental Health Solutions: Scoping Review.Journal of medical Internet research · 2025Article
- Integrating advanced neural network architectures with privacy enhanced encryption for secure and intelligent healthcare analytics.Scientific reports · 2025Article
- Digital Twins for Personalized Medicine Require Epidemiological Data and Mathematical Modeling: Viewpoint.Journal of medical Internet research · 2025Article
- A blockchain secured metaverse framework for scalable and immersive telemedicine.Scientific reports · 2025Article
- Surveying the Digital Cytology Workflow in Italy: An Initial Report on AI Integration Across Key Professional Roles.Healthcare (Basel, Switzerland) · 2025Article
- MetaRehabVerse: The Great Opportunity to Put the Person's Functioning and Participation at the Center of Healthcare.Neurorehabilitation and neural repair · 2025Review
- Metaverse for mental health disorders: Opportunities and challenges.World journal of clinical cases · 2025Article
- NurseVerse: nursing in the metaverse era.Frontiers in medicine · 2025Review
- Adversarial Examples on XAI-Enabled DT for Smart Healthcare Systems.Sensors (Basel, Switzerland) · 2024Review
- Review
- Metaverse and its impact on medical education and health care system: A narrative review.Health science reports · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 1 institution in 1 country.
Funding
Abstract
Digitization and automation have always had an immense impact on healthcare. It embraces every new and advanced technology. Recently the world has witnessed the prominence of the metaverse which is an emerging technology in digital space. The metaverse has huge potential to provide a plethora of health services seamlessly to patients and medical professionals with an immersive experience. This paper proposes the amalgamation of artificial intelligence and blockchain in the metaverse to provide better, faster, and more secure healthcare facilities in digital space with a realistic experience. Our proposed architecture can be summarized as follows. It consists of three environments, namely the doctor's environment, the patient's environment, and the metaverse environment. The doctors and patients interact in a metaverse environment assisted by blockchain technology which ensures the safety, security, and privacy of data. The metaverse environment is the main part of our proposed architecture. The doctors, patients, and nurses enter this environment by registering on the blockchain and they are represented by avatars in the metaverse environment. All the consultation activities between the doctor and the patient will be recorded and the data, i.e., images, speech, text, videos, clinical data, etc., will be gathered, transferred, and stored on the blockchain. These data are used for disease prediction and diagnosis by explainable artificial intelligence (XAI) models. The GradCAM and LIME approaches of XAI provide logical reasoning for the prediction of diseases and ensure trust, explainability, interpretability, and transparency regarding the diagnosis and prediction of diseases. Blockchain technology provides data security for patients while enabling transparency, traceability, and immutability regarding their data. These features of blockchain ensure trust among the patients regarding their data. Consequently, this proposed architecture ensures transparency and trust regarding both the diagnosis of diseases and the data security of the patient. We also explored the building block technologies of the metaverse. Furthermore, we also investigated the advantages and challenges of a metaverse in healthcare.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.