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Record W4405680046 · doi:10.1163/15718107-bja10094

Mission Impossible

2024· article· en· W4405680046 on OpenAlexaff
Masoud Zamani, Aghil Mohammadi

Bibliographic record

VenueNordic Journal of International Law · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Law and Human Rights
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPrincipal (computer security)LawPolitical scienceStatuteInternational lawMeaning (existential)Value (mathematics)Event (particle physics)Law and economicsSociologyPhilosophyComputer securityComputer scienceEpistemology

Abstract

fetched live from OpenAlex

Abstract Imagine, as part of its ongoing investigations into the situation in Ukraine, the icc prosecutor finally seizes on the opportunity to make a case for prosecuting the war crime of attacking the environment as formulated under Article 8(2)(b)(iv) and cite, inter alia , the Nova Kakhovka Dam’s destruction as the principal incident triggering the application of the article. In the event of such a possibility, what restraints and difficulties punctuate the application of Article 8(2)(b)(iv), and what do such limits tell us about the juridical value of this provision? This essay argues that many technical nuances such as the meaning of ‘attack’ under international humanitarian law, incomplete information on who is responsible for the attack, and high thresholds of responsibility for environmental damage established under the Rome Statute will create insurmountable barriers to establishing responsibility for even the gravest damage to the environment, such as those witnessed in the destruction of the Nova Kakhovka Dam.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.862
Threshold uncertainty score0.998

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 communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.019
GPT teacher head0.349
Teacher spread0.329 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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