Entomotourism: The Allure of the Arthropod
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
Abstract Wildlife tourism is often associated with charismatic megafauna in the public imagination (e.g., safaris, whale watching, bear viewing). Entomotourism (insect-focused tourism) typically is not on the radar, but each year thousands of peoples visit monarch butterfly congregations and glow worm caves, and participate in guided firefly outings. Elsewhere, millions of peoples visit butterfly pavilions, insectariums, and bee museums. Calculations of visitation numbers aside, researchers in tourism studies have largely ignored the appeal of these animals, relegating these types of activities to the recreational fringe. By highlighting the popularity of entomotourism, this article challenges the vertebrate bias prevalent in the social sciences and seeks to move entomotourism from the margins to the mainstream of research on tourism in human/animal studies.
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 | 0.000 | 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