Civil Society Development Versus the Peace Dividend: International Aid in the Wanni
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
Donors that provide aid to the Wanni region of Sri Lanka, which is controlled by the Liberation Tigers of Tamil Eelam (LTTE), are promoting initiatives that seek to advance the national peace process. Under the rubric of post-conflict reconstruction, the actions of political forces and structural factors have led to the prioritisation of two different approaches to peace-building: community capacity-building projects; and support for the 'peace dividend'. Both of these approaches face challenges. Cooperation with civil society actors is extremely difficult due to intimidation by the LTTE political authority and the authoritarian nature of its control. Peace-building successes with respect to the peace dividend are difficult to measure, and must be balanced against the negative effects of misdirected funds. Aid organisations must be careful not to consider the tasks of peacebuilding, humanitarian relief and community empowerment as either interchangeable or as mutually reinforcing endeavours.
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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 | 0.002 | 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 | 0.002 | 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