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Record W4413084833 · doi:10.58840/fpf2js27

Eco-friendly Tourism and Sustainability: Analyzing the Role of Tourism in Advancing the SDGs and Local Livelihoods

2025· article· en· W4413084833 on OpenAlexaboutno aff
Emily Katherine Reynolds

Bibliographic record

VenueOTS Canadian Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsnot available
Fundersnot available
KeywordsEcotourismSustainabilityTourismSustainable tourismLivelihoodBusinessEnvironmental resource managementSustainable developmentEnvironmental planningLocal communityDescriptive statisticsEnvironmental economicsGeographyPolitical scienceEconomicsEcology

Abstract

fetched live from OpenAlex

Ecotourism and other sustainable tourism management approaches are increasingly recognized as vital tools for achieving sustainable development goals (SDGs), benefiting both local communities and visitors. However, evaluating their effectiveness across different contexts remains crucial. This study explores the impact of ecotourism growth in Vancouver, BC, Canada, with a particular focus on sustainability, community participation, and environmental conservation. Utilizing a quantitative research methodology, data were collected from 109 respondents and analyzed using descriptive statistics, validity and reliability assessments, correlation analyses, and a hierarchical regression model. Findings indicate a strong interconnection between ecotourism development, sustainability, community engagement, and environmental protection. Furthermore, hierarchical regression analysis reveals that local community involvement significantly moderates the relationship between ecotourism growth and long-term sustainability.These findings offer valuable insights for policymakers and tourism stakeholders in managing sustainable tourism practices in Vancouver, BC. The study underscores the crucial role of community engagement in maximizing ecotourism’s positive impact on both the environment and local populations. Strengthening community participation in ecotourism development can enhance its contributions to sustainable development, ensuring long-term benefits for all stakeholders involved.

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 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)0.003
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.614
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.004
GPT teacher head0.272
Teacher spread0.268 · 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 teacher head, not a consensus.

Study designOther design
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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