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Record W4200481469 · doi:10.18280/ijsdp.160817

Brand Association of Ciletuh - Palabuhanratu Geopark Towards COVID-19 Pandemic and Sustainable Tourism

2021· article· en· W4200481469 on OpenAlexvenueno aff
Kasno Pamungkas, Eva Tuckyta Sari Sujatna, Heriyanto Heriyanto, Rohaidah Haron, Mega Fatimah Rosana

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCommunity-based Tourism Development and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsGeoparkTourismNonprobability samplingSustainable tourismSustainable developmentBusinessPandemicRecreationMarketingEnvironmental planningEnvironmental resource managementGeographyCoronavirus disease 2019 (COVID-19)Political scienceSociologyPopulation

Abstract

fetched live from OpenAlex

The purpose of this research is to investigate brand association of Ciletuh – Palabuhanratu UNESCO Global Geopark towards the COVID-19 pandemic and sustainable tourism. This research employs a qualitative research method with a case study and descriptive statistics model. The data used in this study are primary and secondary ones in which the techniques of data collecting is by observation, purposive random sampling with Likert scale, as well as literature studies. The results of this study show that Ciletuh-Palabuhanratu Geopark is not only a strategic place for tourism activities in the COVID-19 pandemic since it has characteristics to comply health protocols but also able to meet the tourism recovery during the pandemic. The tourism activities provided by Ciletuh-Palabuhanratu Geopark sites meet the concept of quality adventure tourism and in line with sustainable tourism with concerns on balancing the environmental conservation, local economic empowerment, as well as local social and culture preservation. The brand association of Ciletuh-Palabuhanratu Geopark is shown by its tourism product scope and quality which are associated to sustainable tourism, moreover the use occasion is line with the COVID-19 pandemic situation. The attributes of UNESCO Global Geopark also create the values of tourism activities during and after COVID-19 pandemic which meet the points of sustainable tourism activities and recoveries.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.008
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0080.000

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 head0.025
GPT teacher head0.317
Teacher spread0.292 · 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

Citations6
Published2021
Admission routes1
Has abstractyes

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