Bibliographic record
Abstract
Abstract On November 13, 2020, the Sahrawi movement for national liberation, known as the Polisario Front, resumed its armed struggle against Morocco's occupation of Western Sahara. With this decision, the movement put an end to a 29‐year‐long peace process throughout which the implementation of international law had been indefinitely deferred. During this cease‐fire, the Polisario used humanitarian aid to strengthen its nation‐state building in exile. This practice formed part of a larger historical narration that was inserted into the cease‐fire's temporal parenthesis, or what I call an imperial meantime. As a result, a disjuncture arose between the movement's political forms and its goal of achieving state sovereignty over Western Sahara. During this imperial meantime, a generation of refugees came of age. Describing the contradictions experienced by young politicized refugees, and highlighting the role that the control over time plays in humanitarian governance, I show how the invisible violence of a humanitarian peace anticipated the return to armed struggle.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.017 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.010 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".