Travelers’ experiences of authenticity in “hill tribe” tourism in Northern Thailand
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.
Bibliographic record
Abstract
This study examines how tourists experience authenticity and the ethics of “hill tribe” trekking in northern Thailand, and what they learn as a result of their touristic encounters. A “netnography” methodology was used to analyze on-line data from travelers’ touristic encounters with highland people in two sites. The first was the on-line reviews, blogs, and videos of travelers’ experiences in Baan Tong Luang, a multi-ethnic “hill tribe village” tourist attraction outside of Chiang Mai. The second was the blog and video reviews of visitors to three exemplary “community-based tourism” highland village sites. Findings show a variety of complex understandings of authenticity, both “objective” and “constructivist.” For community-based tourism reviewers in particular, authenticity was understood as a hybrid, fluid concept which derived from meanings ascribed to objects, practices, and place; personal relationships with hosts; and opportunities for cultural learning afforded visitors.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it