Pastoralism Can Mitigate Biodiversity Loss on Global Rangelands
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
Sustainable pastoralism represents a primary strategy for supporting goals of the Kunming-Montreal Global Biodiversity Framework. Sixty-seven percent of biodiversity hotspots and 38% of key biodiversity areas globally include rangelands, but international conventions seldom recognize this vast biodiversity repository. We summarize four synergies between pastoralism and biodiversity conservation: working lands conservation, continuation of vital disturbance regimes, connectivity through transhumance corridors, and community-led governance. Actions that leverage these synergies offer critical opportunities to mitigate biodiversity loss through the creation of a vast conservation network that includes working lands and protected areas. This will require that the contemporary conservation paradigm envision pastoralists as an asset rather than a threat to biodiversity conservation and recognize grazing and fire as ecological disturbances vital to the maintenance of biodiversity. Greater inclusion of rangelands and sustainable pastoralism within global conservation frameworks has high potential to enhance attainment of global biodiversity targets.
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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 | 0.000 |
| 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 | 0.001 |
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