Ecotourism and Empowerment in Southern Thailand: Possibilities, Hurdles, and Compromises
Bibliographic record
Abstract
In addition to providing tourists with educational and nature-based travel experiences, ecotourism also carries the promise of encouraging empowerment and grassroots development in local communities throughout the developing world. This paper assesses ecotourism’s contribution to such features of empowerment as local benefits, decision-making power, and control in communities located in and around the island of Phuket in southern Thailand. Although some ecotourism companies in Phuket provide extensive economic and social benefits for individuals and companies, such efforts have proven difficult due to the cultural and political circumstances of southern Thailand. Moreover, the creation of local benefits, the defining component of economic empowerment, has come at the cost of local initiation and control, key features of political empowerment. This tension between benefits and control characterizes ecotourism in Phuket, but rather than indicating an absolute failure of foster empowerment, it signals more fundamentally the complete, imperfect, and localized nature of both ecotourism and empowerment.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".