Applying the centrifugal organizational model for pastoralists and other competing communities on the Ethiopian landscape and the shift to agriculture after 1975
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
For the past four decades pastoralist activities have been pushed to marginal areas in several regions of Ethiopia. This change was initiated by The Agrarian Land Reform Proclamation of 1974. Pastoralist activities prior to the agrarian reforms was strongly connected to the Earth and developed symbiotically. A connection to the Earth through symbiotic relationships has been shown to foster sustainability. There are a few goals of this paper: 1. to apply the centrifugal organizational model, originally synthesized in the field of plant community ecology, to the changing environment and pastoralism in Ethiopia, 2. to demonstrate a shift from periphery habitat to the core habitat with respect to land use since the agrarian reform in 1974, 3. to demonstrate a loss of connectedness with the Earth in regions of Ethiopia.
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 | 0.001 | 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