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Record W2970908799 · doi:10.1017/cyl.2019.14

Reapprasing the Approach of International Law to Civil Wars: Aid to Legitimate Governments or Insurgents and Conflict Minimization

2019· article· en· W2970908799 on OpenAlexvenueno aff
Antonio Bultrini

Bibliographic record

VenueCanadian Yearbook of international Law/Annuaire canadien de droit international · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsSpanish Civil WarState (computer science)Political sciencePhenomenonIntervention (counseling)Social conflictStock (firearms)LawLaw and economicsPolitical economyEconomicsPoliticsEngineeringComputer sciencePsychology

Abstract

fetched live from OpenAlex

Abstract Since the Second World War, there has been a constant decrease of inter-state conflicts. In sharp contrast, the level of intra-state violence has not declined and has even reached unprecedented peaks. This points to a striking discrepancy between the rejection of violence at the inter-state level and the wide leeway that is still afforded to the use of violence at the intra-state level and to external interferences fueling it. This article takes stock of the main features (and serious flaws) of the existing legal framework on aid to governments or insurgents in internal conflict situations. On the basis of a combined legal and conflict-management analysis, the author proposes a radically different approach and formulates a number of legal and policy recommendations on how to tackle the complex phenomenon of foreign intervention in civil wars, where enormous human, economic, and social implications are at stake.

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 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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.974
Threshold uncertainty score0.782

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.255
Teacher spread0.244 · 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 teacher head, not a consensus.

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

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

Citations2
Published2019
Admission routes1
Has abstractyes

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