The Responsibility to Protect in Armed Conflict: A Step Forward for the Protection of Civilians?
Bibliographic record
Abstract
INTRODUCTION In 1999, at the initiative of Canada, the members of the United Nations Security Council (UNSC) agreed to focus on a thematic issue devoted to the protection of civilians in armed conflict (POC). Since then, the UNSC has normally met twice a year in order to discuss this issue. It has adopted several resolutions specifically on the POC as well referring to it in many resolutions dealing with particular crises. Although the questions addressed under POC have slightly evolved since 1999 international law and, in particular, international humanitarian law (IHL) remain the central pillar of this thematic issue. Recent practice evidences a clear trend towards associating the responsibility to protect (R2P) with POC. This may be first noticed in UNSC resolutions dealing with POC in general, including Resolution 1674 (2006), which was also the first resolution in which R2P was mentioned, and Resolution 1894 (2005), which expressly considers the famous paragraphs on R2P in the World Summit Outcome Document (WSOD) as being part of ‘the provisions regarding the protection of civilians in armed conflict’. This tendency also appears in recent UNSC resolutions dealing with specific crises, for example, Resolutions 1970 (2011) and 1973 (2011) on the situation in Libya, as well as Resolution 1975 (2011) on the situation in the Ivory Coast. In these Resolutions, R2P and POC are mentioned together in a paragraph of the preamble, each of which is formulated in a similar way. Finally, the association of R2P with POC is apparent in the declarations made by the states at UNSC meetings on POC where a number of states link the two concepts. Some do it implicitly while others do so explicitly. Among the latter group of states are Sweden and the United Kingdom, both of whom expressly consider R2P to be one of the key elements of the POC normative framework. This position is in line with the one adopted by the UN Secretary-General in his 2007 report on POC (although the position of the UNSG changed sensibly in his 2012 report on the subject). Some states, such as the Netherlands, even emphasised the common features shared by the two concepts before expressly arguing in favour of their association.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.007 | 0.009 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.008 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".