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Record W4288068577 · doi:10.18280/ijsdp.170425

Acceleration of Environmental Sustainability in Tourism Village

2022· article· en· W4288068577 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 · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicCommunity-based Tourism Development and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilityTourismInterviewSustainable tourismLocal communityEnvironmental planningSustainable developmentEnvironmental resource managementBusinessDeskGeographyPolitical scienceEconomicsEcology

Abstract

fetched live from OpenAlex

The research aims to determine the factors causing the low achievement of environmental sustainability in tourist villages and accelerate it. This study uses a desk research method with online data and information search techniques, secondary sources, and other scientific publications. Meanwhile, the analysis technique used is a descriptive qualitative analysis technique, analogy, and comparison of several research results and other scientific publications related to environmental sustainability in tourism villages through the local wisdom approach and digital transformation. The research was conducted by interviewing several sources to get input on ecological sustainability standards in Tourism Villages. The result shows that the standards used to measure environmental sustainability in tourist villages can be used because of the global nature of the standards. Tourism Villages have local wisdom that has become part of the community's life. This local wisdom is very likely to have encouraged the tourism village community to behave environmentally friendly. Local wisdom becomes the focal point and main attraction of a tourist village that can be disseminated to villagers and tourists. The results of the study suggest the optimal way in which sustainable environmental development in the village can occur.

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)0.000
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 score0.291
Threshold uncertainty score0.474

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.014
GPT teacher head0.280
Teacher spread0.266 · 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