Yujiale fishing tourism and island development in Changshan Archipelago, Changdao, China
Bibliographic record
Abstract
Tourism has long been one of the driving forces of island development, but may impose serious impacts on their physical and social composition and on island communities. Yujiale has been developed recently on many islands of China. It is a form of tourism through which households earn money by sharing fishing culture and products in the distinctive natural and cultural context of islands. This research assesses the provision of Yujiale services and products by fishing families of Digou village, Changdao Island, Changshan Archipelago, Shandong Province, China. It also assesses the community's perceptions and attitudes toward Yujiale tourism. On-site interviews and off-site analysis of online data reveal positive attitudes toward Yujiale tourism and the reinforcement of island identity among Yujiale operators. Despite offering similar services and products without much collaboration, diversification of Yujiale operations is emerging based on the varied assets of the fishing families and their engagement in fishing. However, at present, those with limited resources and capabilities are unable to take advantage of potential economic benefits. Suggestions are made to facilitate the provision of equitable opportunities to participate in and gain benefits from Yujiale tourism, so as to enhance island sustainability.
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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 | 0.002 | 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 | 0.006 | 0.000 |
| 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".