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Record W4412225138

Non-Refoulement in Military Operations:Detainee Transfers, Risk Assessments and Monitoring

2023· report· en· W4412225138 on OpenAlexaff
Cornelius Wiesener

Bibliographic record

VenueResearch at the University of Copenhagen (University of Copenhagen) · 2023
Typereport
Languageen
FieldSocial Sciences
TopicInternational Law and Aviation
Canadian institutionsCentre for International Governance Innovation
Fundersnot available
KeywordsComputer scienceComputer securityOperations researchPolitical scienceEngineering
DOInot available

Abstract

fetched live from OpenAlex

The present report – which follows up on the previous report Security Detention in Military Operations – examines detainee transfers, especially in relation to the non-refoulement principle. At its core, non-refoulement is about ensuring that detainees, following their transfer, are not subjected to torture or other forms of ill-treatment in the custody of the receiving state or non-state actor. The report provides a detailed overview of the relevant set of rules applicable to transfers of detainees from the custody of Denmark and other European states, and refers extensively to the Copenhagen Process (2007-2012) on the handling of detainees in international military operations. The report identifies a number of ambiguities in the existing legal framework, including in relation to the legal basis, the scope and the institutional setup for risk assessments and post-transfer monitoring. In the same way, it is unclear how detainees can challenge the transfer decisions and what the framework for handover agreements and other risk mitigation measures should be. Against this background, the present report concludes with the following recommendations: 1. Denmark should build on its good experience with the Copenhagen Process and seek to align itself with like-minded states to develop joint transfer procedures and mechanisms. With a significantly smaller group of states, it will be much easier to find common ground and agree on specific issues left out during the Copenhagen Process. Such a joint and proactive effort will have significant weight vis-à-vis the European Court of Human Rights, the UN Human Rights Committee and the UN Committee against Torture. 2. Denmark should, in particular, focus on developing a joint mechanism for risk assessments. In view of resource constraints and interoperability concerns, like-minded states should pool their resources and build on their best practices. Likewise, they should also establish a joint mechanism for detainees to challenge the decision concerning their transfers. Since this requires the existence of an independent and impartial administrative board, it should ideally be combined with the one performing detention reviews. 3. Denmark should also focus on developing joint transfer arrangements and post-transfer monitoring mechanisms as well as risk mitigating measures. Also in this area, like-minded states may benefit from pooling their resources and building on their best practices. They should also ensure a better feedback loop with those in charge of pre-transfer risk assessments.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.017
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.018
Threshold uncertainty score0.091

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.031
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0020.003
Scholarly communication0.0090.007
Open science0.0020.006
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.133
GPT teacher head0.413
Teacher spread0.280 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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