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Record W4324336331 · doi:10.18280/ijsdp.180217

Tourism Potential and How About Its Sustainability (Case Study on Sibandang Island)

2023· article· en· W4324336331 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCommunity-based Tourism Development and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilityTourismBusinessNatural resource economicsEnvironmental resource managementEnvironmental scienceGeographyEconomicsEcology

Abstract

fetched live from OpenAlex

Tourism industry is susceptible to significant shocks like the COVID-19 pandemic.Many researchers have highlighted the need to conduct comprehensive studies of COVID-19 and its economic and social consequences.As a result, tackling sustainable tourism is very important because dealing with the impact of the COVID-19 pandemic is part of tackling sustainability.This study aims to analyze the potential and sustainability of tourism on Sibandang Island.This study used qualitative research methods.The research subjects in this study were elements of the local community: North Tapanuli Regency Tourism Office, Village Officials, Tourism Awareness Groups (Pokdarwis) and local communities.Overall, the tourism potential on Sibandang Island is excellent.However, stakeholders need to manage the island so that it is feasible and able to provide a quality travel experience for tourists.Furthermore, to maintain Sibandang Island, it is necessary to apply the concept of sustainable tourism so that tourism can still positively impact the community's economy, protect the environment around Sibandang Island, and preserve the existing culture.Thus, tourism on Sibandang Island can still be enjoyed by the next generation and still exists.

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.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.334
Threshold uncertainty score0.915

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
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 head0.024
GPT teacher head0.321
Teacher spread0.297 · 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