Land Rights under Stress in Darfur: A Volatile Dynamic of the Conflict
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
The aggravation of land rights over time in Darfur was a primary factor in the initiation of the conflict, and has emerged as a particularly difficult set of issues in the search for viable peace. While the prospect of being able to keep land acquired in course of the conflict was a primary factor in recruitment for the Janjaweed, it came on the heels of a set of changes in the environment, land use and population patterns, institutions, law and governance that produced a highly unwieldy and volatile land rights scenario. This article explores the role of land tenure in the Darfur conflict, examining the aggravation of rights, custom, and law over time, and then focusing on two of the primary war-related tenure problems currently facing Darfur — use of land rights as tools of belligerence, and the land dispossession — secondary occupation problem.
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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 | 0.000 |
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