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Record W4411504110 · doi:10.29244/jli.v17i1.53788

Analisis Kesesuaian dan Strategi Pengembangan Ekowisata Mangrove di Pulau Penebang, Kecamatan Kepulauan Karimata

2025· article· en· W4411504110 on OpenAlexaff
Nafly Lekal, Firmansyah Firmansyah

Bibliographic record

VenueJurnal Lanskap Indonesia · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicCoastal Management and Development
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsMangroveEcotourismTourismSWOT analysisGeographyProsperityResource (disambiguation)Natural resourceEnvironmental protectionEnvironmental resource managementAgroforestryEnvironmental planningBusinessEcologyEnvironmental scienceEconomic growth

Abstract

fetched live from OpenAlex

Indonesia has a very long coastline with extensive mangrove forests. Although there is such a vast mangrove forest, only a small portion of it continues to be used as a tourism resource. Efforts should therefore be shaped to make the use of mangroves more valuable, not only from an ecological point of view, but also from a social and economic perspective, in order to increase tourism in the region and contribute to the prosperity of the surrounding communities. And the development of mangrove forest areas for ecotourism indirectly protects the area from damage, whether by nature or by human intervention. The mangrove forests on Penebang Island remain in their natural state, and there is almost no damage from the construction of buildings, so the area still has potential to develop. Mangrove forest areas can be saved in just a few steps and expanded into ecotourism. Analysis using IKW and SWOT analysis shows that this mangrove area is suitable for ecotourism. By local application, residents of Penebang Island can relocate to Pelapis Island or Maya Island and Sukadana. This step was taken because he was the only family member left. Mangrove forest areas can be developed as spatial contributors, with proper planning and proper enforcement by local governments according to their designation, and jointly develop mangrove ecotourism with the participation of investors and local communities. You can. In order to improve the quality of tourism in the region, cooperation among various stakeholders is important in the development of ecotourism on Penebang Island and other tours in the region. The Penebang Island Ecotourism Development Plan can be implemented when the development and development of the area of Pelapis Village is carried out.

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)0.001
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 score0.013
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.001

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 head0.009
GPT teacher head0.237
Teacher spread0.228 · 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

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