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Record W4389154026 · doi:10.18280/ijsdp.181114

Developing a Community-Based Tourism Model for Sustainable Tourism in the Mandeh Area, West Sumatra Province, Indonesia

2023· article· en· W4389154026 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
FundersUniversitas Negeri Padang
KeywordsTourismSustainable tourismGeographySustainable developmentEnvironmental planningBusinessPolitical scienceArchaeology

Abstract

fetched live from OpenAlex

This research departs from several fundamental issues related to community-based tourism development in Mandeh.The information that emerged regarding the slow development of the Mandeh at this time was due to several stakeholders still trapped in the paradigm and shortterm mindset in tourism management.Furthermore, the problem that was also found was that a community-based tourism development program that was oriented towards sustainable development had not been designed.Therefore, this study aims to develop and test the community-based tourism model in Mandeh.The research used qualitative methods with data analysis techniques using the CAQDA Software-NVivo.The results showed that building community-based tourism must start by strengthening the community and the community development dimension.From the model test, it can be concluded that from the analysis of stakeholder answers, it can be stated that they accept the model being tested because it is relevant to the dynamics and problems faced in the development of community-based tourism in Mandeh.The results of this research imply that stakeholders can use this model to design a pattern of community-based tourism development that is more sustainable in the future.

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)0.010
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.146
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.051
GPT teacher head0.324
Teacher spread0.274 · 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