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Record W4322767964 · doi:10.1080/13504509.2023.2183527

Sustainable tourism in practice: synthesizing sustainability assessment of global tourism destinations

2023· article· en· W4322767964 on OpenAlexaff
Dipak Bishwokarma, Jacqueline Harper, Sanjay K. Nepal

Bibliographic record

VenueInternational Journal of Sustainable Development & World Ecology · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Aspects of Tourism Research
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsSustainabilityTourismBusinessSustainability organizationsGrassrootsSocial sustainabilityDestinationsEnvironmental planningSustainability scienceEnvironmental economicsEnvironmental resource managementSustainable tourismPolitical scienceEconomicsGeography

Abstract

fetched live from OpenAlex

This paper examines the sustainability characteristics of 12 tourist destinations from around the world to determine whether these destinations have made concrete efforts in balancing the four pillars of sustainability: environmental, economic, social-cultural, and institutional. The paper identifies areas of improvement to abet these destinations facilitate their progress towards achieving sustainability. A three-step approach to destination sustainability assessment was employed: i) development of a sustainability assessment matrix; ii) selecting case studies to illustrate current on the ground sustainability practices; and iii) sustainability performance assessment of the selected destinations. Based on secondary information, the assessment developed and applied a six-scale sustainability performance rating, ranging between −1 to + 1 with − 0.75 to −1 indicating an unsatisfactory, and +0.75 to + 1 indicating a satisfactory performance. Results indicate to the presence of a broad range of sustainability characteristics across geographically diverse locations. Based on the results, six main implications are discussed: i) necessary trade-offs on sustainability considerations; ii) conditionality of sustainability; iii) importance of grassroots engagement and community-led tourism activities; iv) significance of participatory and effective policy preparation and implementation; v) insights on opportunities of active learning and sharing for meeting sustainability objectives; and vi) lessons for mass tourism experiences. We emphasize the need for strategic efforts in balancing sustainability approaches in tourism practices.

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)0.009
metaresearch head score (Gemma)0.013
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.606
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0010.001
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 head0.018
GPT teacher head0.388
Teacher spread0.370 · 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 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

Citations10
Published2023
Admission routes1
Has abstractyes

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