Contribution of Palm Grove Ecosystem Services in the Establishment and Sustainability of Rural Settlements Threatened by Spatial and Social Transformations in Adrar Province, Algeria
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
This research focuses on the relationship between inhabitants and their environment in the extreme conditions of the desert, and the ways in which the community has organized itself for centuries to confront its weaknesses in the Adrar region. We have relied on participatory observation, and on knowledge in the human sciences and economics to highlight the diverse ecosystem services and goods provided by the palm grove and the lengthy list of its beneficiaries. Our work has also sought to go into the details of the Ksourian society, marked by a mutual solidarity that symbolizes the Ksourian identity, rarely found in such conditions anywhere other than in authentic ancient societies. Finally, we have presented a brief description of some aspects of the housing programmes that the state has implemented in order to improve the well-being of the population and its quality of life in terms of rural housing and the promotion of agricultural activity.
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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 | 0.001 | 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 | 0.000 | 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