The Obvious Aspects of Ecological Underprivilege in Ankarana, Northern Madagascar
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
On the basis of research conducted in the Ankarana region of northern Madagascar, I discuss the speculating that Malagasy participants in the local sapphire trade do about foreign ecotourists who come to this region. Although some have been promoting international ecotourism in the region as a viable means to a sustainable future for local people and ecosystems, others, including many of the observers discussed here, see the rise of the ecotourist trade and the increasing presence of its clients in Ankarana as signs of foreigners' long‐standing interests in Malagasy resources. I argue that to understand the perspectives of these critical observers, it is necessary to appreciate what they take to be obvious about ecotourism and the conservation projects with which they are commonly associated.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.046 |
| 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