Belgium’s Chairmanship of the Security Council Working Group on Children and Armed Conflict (2019-2020)
Bibliographic record
Abstract
Children’s rights in general and the UN’s Children and Armed Conflict (CAAC) Agenda in particular have been a foreign policy priority of the Government of Belgium for decades, both in financial and in policy terms. As a result, awarding Belgium the chairmanship of the Security Council Working Group on CAAC (SCWG-CAAC) was the logical result of this commitment and a unanimous decision by the UNSC members when distributing chairmanships of subsidiary bodies to the incoming non-permanent UNSC members at the end of 2018.This article looks at the objectives of Belgium’s chairmanship of the SCWG-CAAC (2019-2020) and to what extent they were achieved. It furthermore analyzes the SCWG-CAAC conclusions, their structure, and the traditionally challenging points in the negotiations. Finally, the article concludes by reflecting on gaps and opportunities moving forward.
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How this classification was reachedexpand
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 | 0.003 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".