From Paternalism to the Chambas Formula for Mediation: Conceptualizing Cooperation between the UN and Regional Organizations in Mediating Conflicts
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
Abstract This article explores the working relationship between the United Nations (UN), African Union ( AU ), and the Economic Community of West African States ( ECOWAS ) in mediating conflicts in West Africa and the Sahel regions. We argue that through the United Nations Office for West Africa and the Sahel ( UNOWAS ), the UN, ECOWAS and the AU are working on mediation efforts to transcend traditional conceptualizations of the relationship between the world body and regional organizations. We show that the partnership is grounded on the logic of subsidiarity, informality, elite networks, technical competence, soft skills, and robust social trust. For heuristic purposes, we call the six principles the Chambas Formula , with reference to the centrality of the Special Representative of the Secretary-General for West Africa and the Sahel, Mohamed Ibn Chambas, and the emergence and consistent application of the principles in the mediation setting in West Africa and the Sahel regions.
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 | 0.003 |
| 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