Rethinking Disarmament, Demobilization and Reintegration Programs
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 introduces the special issue on DDR and ‘Armed Non-Statutory Actors’ (ANSAs) which we prefer to the less precise label of Armed Non-State Actors. The understanding that disarmament, demobilization and reintegration (DDR) programs are essential in helping to prevent the recurrence of war in post-conflict situations is at the heart of current peacebuilding practice and the academic literature on peacekeeping and stabilization. But the changing strategic context of DDR programs and in particular the proliferation of ANSAs presents new challenges, the responses to which have been characterized as ‘second generation’ DDR. The changing context poses new questions and forces us to rethink assumptions and templates of DDR as the concept is blurred and expanded. The question is if it makes sense to hold on to the concept or whether the assumptions associated with it will get in the way of rethinking templates for violence reduction in the future.
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 | 0.000 |
| 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 | 0.001 |
| 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