Reinserting ex-associates of Boko Haram in Cameroon
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
In November 2018, the State of Cameroon announced the creation of the National Committee for Disarmament, Demobilisation and Reintegration (NCDDR) to organise, supervise and manage the disarmament, demobilisation and reintegration of former Boko Haram fighters and armed groups in the English-speaking North-West and South-West regions. The need arose as communities had been hosting successive waves of former Boko Haram associates. This research focuses on those communities where reintegration routes are either off or upstream the institutional framework set by the government. Based on a field survey and available literature on the current security crisis in the Far-North region of Cameroon, the study describes the profiles of these ex-hostages and ex-combatants that are grouped under the term of ex-associates. Reception conditions as well as the ordalic reintegration mechanisms put in place by the communities’ leaders are also analysed. The challenge of identifying and counting those ex-associates exhaustively and the delay in implementing a coherent national reintegration strategy make it quite illusory to envisage a credible alternative to that still existing community model.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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