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Record W4286110935 · doi:10.1017/cyl.2022.11

The “General Close of Military Operations” as the Benchmark for the Declassification of Armed Conflicts and the End of the Applicability of International Humanitarian Law

2022· article· en· W4286110935 on OpenAlexaffvenue
Julia Grignon

Bibliographic record

VenueCanadian Yearbook of international Law/Annuaire canadien de droit international · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsInternational humanitarian lawGeneva ConventionsArmed conflictPolitical scienceParagraphScope (computer science)LawTreatyVienna Convention on the Law of TreatiesConventionFunction (biology)Law and economicsInternational lawComputer scienceSociologyPublic international law

Abstract

fetched live from OpenAlex

Abstract When does an armed conflict end? When does the specific body of law applicable to such a situation — namely, international humanitarian law (IHL) — cease to apply? There is, to date, no clear-cut answer to these questions in treaty law but, rather, a functional approach to the matter. Anchored in wider research related to the temporal scope of applicability of IHL, this contribution demonstrates how the notion of the “general close of military operations,” which appears in Article 6, paragraph 2, of Geneva Convention IV and in Article 3(b) of Additional Protocol I , fulfills the function of determining that any armed conflict has ended.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.870
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.003
Scholarly communication0.0000.000
Open science0.0020.000
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 head0.008
GPT teacher head0.252
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.

Study designTheoretical or conceptual
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

Citations1
Published2022
Admission routes2
Has abstractyes

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