MétaCan
Menu
Back to cohort
Record W4413706248 · doi:10.18280/ijsdp.200726

Exploring Natural Tourism in Indonesia’s New National Capital, Nusantara: Opportunities and Challenges for Sustainable Ecotourism Development

2025· article· en· W4413706248 on OpenAlexvenueno aff
Ulfah Karmila Sari, Ike Mediawati, Ardiyanto Wahyu Nugroho, Tri Rizkiana Yusnikusumah, Mukhlisi Mukhlisi, Samuel Fery Purba, Ratri Ma’rifatun Nisaa’, Antun Puspanti, Ishak Yassir

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCommunity-based Tourism Development and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsEcotourismTourismNatural capitalSustainable developmentSustainable tourismBusinessCapital (architecture)Natural resourceNatural (archaeology)Environmental planningEnvironmental resource managementNatural resource economicsGeographyPolitical scienceEnvironmental scienceEconomicsEcosystemEcologyEcosystem services

Abstract

fetched live from OpenAlex

Indonesia's new national capital city, named Nusantara, is being developed as a sustainable forest city supported by a regional landscape with natural resources.This study aims to explore the potential of natural tourism sites in Nusantara and assess their feasibility for sustainable ecotourism development, with a focus on ecological integrity, spatial planning, environmental education, and community empowerment.Primary data were collected through direct observations at several natural tourism sites in the Nusantara region.Secondary data were gathered through a literature review of relevant documents.The research data underwent content analysis of policy documents and field observations, followed by an in-depth exploration of the potential and challenges associated with sustainable ecotourism development in Nusantara.The study identified 26 tourism site in Nusantara, which were classified into three categories: coastal, terrestrial, and mangrove ecosystems.The analysis reveals that not all sites are equally viable for ecotourism; development feasibility is shaped by factors such as natural attraction quality, accessibility, visitor demand, economic potential, demographic composition, safety, and technological readiness.Challenges in transforming natural assets into sustainable ecotourism include environmental carrying capacity, inadequate infrastructure, and limited innovation in service delivery.Realizing the vision of Nusantara as a sustainable forest city requires integrated planning, inclusive governance, and regulatory innovation.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.113
GPT teacher head0.319
Teacher spread0.206 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Explore more

Same venueInternational Journal of Sustainable Development and PlanningSame topicCommunity-based Tourism Development and SustainabilityFrench-language works237,207