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A Study on Sustainability Concerns in Religious and Spiritual Tourism and the Intervening Role of ICT: A Bibliometric Review

2025· review· en· W4408698289 on OpenAlexaboutno aff
Bhumi Vyas, Pooja Shah

Bibliographic record

Venuenot available
Typereview
Languageen
FieldSocial Sciences
TopicHalal products and consumer behavior
Canadian institutionsnot available
Fundersnot available
KeywordsTourismSustainabilityInformation and Communications TechnologySociologyPolitical scienceGeographyArchaeology

Abstract

fetched live from OpenAlex

Abstract This chapter aims to examine the past and contemporary trends of sustainability concerning religious and spiritual tourism and the intervening role of ICT. The predominant trends in sustainability concerns in religious tourism, spiritual tourism, and the role of ICT are identified through keyword and trend analyses using bibliographic data from 307 research indexed in Scopus between 1999 and 2024. A total of 72 articles are included after screening based on subject, title, and keyword relevancy. It has been observed that major contributors in this research field are Indonesia and India. However, the most cited countries include Australia, Canada and the USA, respectively. There is considerable growth in the number of publications from 1999 to 2024 moreover a rapid growth can be seen in the year 2022 to 2023. This study is primarily clustered around sustainability, religious tourism, spiritual tourism, spirituality, sustainable development, cultural heritage and eco-tourism. This chapter highlights key dimensions that have emerged in sustainability issues concerning religious and spiritual tourism and the role that ICT has played in its development and accessibility. To take advantage of the significant prospects this segment presents, corporate practitioners, site managers, and entrepreneurs’ beneficial insights. Scholars and decision-makers can utilise these understandings to learn about the most recent advancements in this sector. Sacred travellers who wish to comprehend the significance of visiting sacred sites can benefit imperatively from the insights gained by employing a sustainable approach.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.985
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0040.018
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.061
GPT teacher head0.441
Teacher spread0.379 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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