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Record W1687318295

Modern warfare : armed groups, private militaries, humanitarian organizations, and the law

2012· article· en· W1687318295 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsInternational humanitarian lawLawInternational lawReciprocity (cultural anthropology)Political scienceLaw of warSociology
DOInot available

Abstract

fetched live from OpenAlex

The face of modern warfare is changing as more and more humanitarian organizations, private military companies, and non-state groups enter complex security environments such as Iraq, Afghanistan, and Haiti. Although this shift has been overshadowed by the legal issues connected to the War on Terror and intervention in countries such as Rwanda and Darfur, it has caused some to question the relevance of existing international humanitarian law. To bridge the widening gap between the theory and practice of the law, Modern Warfare brings together both scholars and practitioners who offer unique, and often divergent, perspectives on four key challenges to the law’s legitimacy: how to ensure compliance among non-state armed groups; the proliferation of private military and security companies and their use by humanitarian organizations; tensions between the idea of humanitarian space and counterinsurgency doctrines; and the phenomenon of urban violence. The contributors do not simply consider settled legal standards – they widen the scope to include first principles, related bodies of law, humanitarian policy, and the latest studies on the prevention and mitigation of violence. By bringing to light international humanitarian law’s limitations – and potential – in the context of modern warfare’s rapidly changing landscape, Modern Warfare opens a path to preventing further unnecessary suffering and violence. Modern Warfare is mandatory reading for academics and practitioners of international law and students and scholars of security studies, international relations, and political science. [From UBC Press | Modern Warfare - Armed Groups, Private Militaries, Humanitarian Organizations, and the Law, Edited by Benjamin Perrin]

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.605
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.011
GPT teacher head0.249
Teacher spread0.239 · 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

Quick stats

Citations13
Published2012
Admission routes1
Has abstractyes

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