MétaCan
Menu
Back to cohort
Record W4294723570 · doi:10.31703/glsr.2022(vii-ii).10

Fragmented International Law and Uncertainties Related to Dual Use Space Technology

2022· article· en· W4294723570 on OpenAlexaff
Shakeel Ahmad, Fozia Naseem, Ahsan Riaz

Bibliographic record

VenueGlobal Legal Studies Review · 2022
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSpace exploration and regulation
Canadian institutionsMcGill University
Fundersnot available
KeywordsLawSpace lawDual (grammatical number)International humanitarian lawSpace (punctuation)Scope (computer science)International lawPolitical scienceContext (archaeology)Outer spaceComputer scienceLaw and economicsSociologyGeography

Abstract

fetched live from OpenAlex

If an attack is ever carried out on an outer space object, it will require the relevant international law to be referenced. This includes the laws concerning international humanitarian law, international space law, and general international law. However, present legal frameworks are insufficient to provide a clear answer to which outer space may be utilized for military purposes. In this context, the advancement of space with dual applications presents a more complex situation for the application of laws. Attacks on the ground-based space systems or strikes on space-based assets are not fully covered by either international law or the IHL. The potential responses of the current legal frameworks to dealing with space weapons and dual-use technology are limited. This paper aims to explore how international law deals with the use of force in space. It focuses on the limited scope of the law dealing with dual-use technologies and space weapons.

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)0.000
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 score0.971
Threshold uncertainty score0.364

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
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 head0.019
GPT teacher head0.306
Teacher spread0.287 · 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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueGlobal Legal Studies ReviewSame topicSpace exploration and regulationFrench-language works237,207