Evidence map›Paper›PMID 42122488›Full record

SynthesisSensors (Basel, Switzerland)2026

Ontology-Driven and Human-Centric Digital Twins in Hospitality: A Survey and Research Agenda.

Desiree Manzano-Farray, Moises Segura-Cedres, Carmen Lidia Aguiar-Castillo, Victor Guerra-Yanez, Rafael Perez-Jimenez

Abstract readSystematic Review
In one paragraph

Synthesis in Sensors (Basel, Switzerland), 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.

Desiree Manzano-FarrayInstituto para el Desarrollo Tecnológico y la Innovación en Comunicaciones (IDeTIC), Universidad de Las Palmas de Gran Canaria (ULPGC), Juan de Quesada 30, 35001 Las Palmas de Gran Canaria, Spain.ORCID 0009-0007-6653-969X
Moises Segura-CedresInstituto para el Desarrollo Tecnológico y la Innovación en Comunicaciones (IDeTIC), Universidad de Las Palmas de Gran Canaria (ULPGC), Juan de Quesada 30, 35001 Las Palmas de Gran Canaria, Spain.ORCID 0009-0008-3227-4870
Carmen Lidia Aguiar-CastilloInstituto para el Desarrollo Tecnológico y la Innovación en Comunicaciones (IDeTIC), Universidad de Las Palmas de Gran Canaria (ULPGC), Juan de Quesada 30, 35001 Las Palmas de Gran Canaria, Spain.
Victor Guerra-YanezEscuela Superior de Ingeniería y Tecnología, Universidad Internacional de La Rioja (UNIR), Avda. de la Paz, 137, 26006 Logroño, Spain.ORCID 0000-0002-6264-7577
Rafael Perez-JimenezInstituto para el Desarrollo Tecnológico y la Innovación en Comunicaciones (IDeTIC), Universidad de Las Palmas de Gran Canaria (ULPGC), Juan de Quesada 30, 35001 Las Palmas de Gran Canaria, Spain.ORCID 0000-0002-8849-592X

Funding

Agencia Estatal de Investigación AEI MICIU/AEI/10.13039/501100011033/, Project VELOCITY-PID2024-155330OB-C21/C22Cajacanarias Foundation project 2023DIG19
6 · The paper itself

Abstract

Digital Twins (DTs) are increasingly explored in tourism and hospitality as enabling technologies for smart destinations, service optimization, and data-driven decision-making. Yet these environments are inherently human-centered. Existing DT implementations, however, are largely technology-driven and focus mostly on infrastructures and operational processes. This study presents a systematic literature review of DT applications in tourism and hospitality. It combines a comparative taxonomy with a technological and data-oriented analysis to examine how these systems are currently conceptualized, implemented, and integrated. The review analyzes 42 studies, classifying them by application level, twin focus, architectural approach, and human integration. The results show a strong dominance of destination- and facility-level DTs, limited human-centered models, and a prevalent use of varied sensing technologies. There is limited attention to interoperability and semantic integration. Governance, socio-technical aspects, and real-time synchronization mechanisms are also mostly underexplored. Based on these findings, this study identifies key research gaps and calls for a shift towards Social Digital Twins (SDTs). SDTs integrate human actors, social interactions, and governance within unified modelling frameworks. This transition will require advances in semantic and ontology-driven architectures. Greater attention to privacy, trust, and user acceptance in data-intensive service environments is also needed.

Indexed as

Digital HealthHumansSurveys and Questionnairesdigital twinshospitalityhuman-centric digital twinshuman-in-the-loopontology-driven systemssemantic interoperabilitysmart tourismsocial digital twinssystematic literature reviewtourism

Identifiers

PMID42122488
PMCPMC13165938

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.