Birdwatchers' specialisation characteristics and national park tourism planning
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
Decline in birding visitation to Point Pelee National Park stimulated investigation of recreation specialisation to better prepare programmes for birdwatchers. This research identified characteristics of birdwatchers' at three specialisation levels and advised park managers in the design and management of birding programmes. Research found that the intermediate and expert birders were similar to each other, and were different from the beginners. The beginners were a distinct group, from the more experienced groups, as they were more likely to be in their first year of bird watching, stayed the least number of nights in the local area, had the lowest expenditures, participated more in activities outside the national park, used more sources of information, and participated more in non-birding activities during their trip to the national park. The research found that this beginner group required programmes aimed at an introduction to the park, the regional area, birding, and a wide range of activities and sites. The more experienced birders required specialised programmes on bird identification, bird biology, and bird watching. The research concluded that bird watching management should be an integrated, regional activity, involving many public and private organisations, many of which occur outside the national park.
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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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