“Knowledge in the Service of the Cause”: Education and the Sahrawi Struggle for Self-Determination
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 article examines the education strategy of the Sahrawi Arab Democratic Republic (SADR), the state-in-exile with partial sovereignty on “borrowed territory” in Algeria. The article, which opens with a historical glance at the conflict, argues that SADR’s education program not only succeeded in fostering self-reliance by developing skilled human resources, but was forward looking, using education as a vehicle to instill “new traditions of citizenship” and a new imagined national community, in preparation for future repatriation. In managing refugee camps as provinces of a state, the boundaries between the “refugee” as status and the “citizen” as a political identity were blurred. However,the stalled decolonization process and prolonged exile produced new challenges and consequences. Rather than using the skilled human resources in an independent stat eof Western Sahara, the state-in-limbo forced SADR andthe refugees to adapt to a deadlocked conflict, but not necessarily with negative outcomes to the national project.
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