Methods to Measure and Mitigate the Impacts of Tourism Development on Tropical Beach-Breeding Shorebirds: The Malaysian Plover in 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
Beach tourism can lead to increased levels of human disturbance and cause changes in habitat structure that may affect wildlife. This article reviews the range of impacts of beach tourism on wildlife, describes the expansion of tourism in Thailand, and summarizes the results and management recommendations from a study on Malaysian plovers ( Charadrius peronii ) breeding in the Gulf of Thailand. This region has experienced tremendous growth in beach tourism over the last decade. The results suggest that human disturbance, tourism-related changes in vegetation behind beaches, and narrowing of beaches influence habitat availability and breeding success. The article concludes with recommendations to assess and mitigate the impacts of tourism development on breeding tropical shorebirds.
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.
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 | 0.000 | 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 it