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Record W2888438038 · doi:10.1017/cyl.2018.17

A Legal Mirage: State Responsibility for Non-State Actor Interference with Space Systems

2018· article· en· W2888438038 on OpenAlexvenueno aff
HEATHER S. FOGO

Bibliographic record

VenueCanadian Yearbook of international Law/Annuaire canadien de droit international · 2018
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSpace exploration and regulation
Canadian institutionsnot available
Fundersnot available
KeywordsNexus (standard)State responsibilitySpace (punctuation)Space lawLiabilityState (computer science)Law and economicsNormativePolitical scienceLawState spaceInternational lawBusinessOuter spaceComputer securityComputer scienceSociology

Abstract

fetched live from OpenAlex

Abstract Outer space is becoming a more accessible and less expensive domain in which to operate. Consequently, growing numbers of state and non-state actors (NSAs) are operating in, to, and through space. At the same time, instances of space-based and ground-based interference with space systems are also increasing, disrupting crucial space-supported services and applications relied on by millions, with great financial and operational costs. The increased participation of NSAs in space activities raises particular concerns, especially the threat of intentional interference with space systems by nefarious actors like terrorist organizations. It also requires consideration of whether states bear responsibility and/or liability for the acts of NSAs with a nexus to those states. At first glance, it is tempting to conclude that one or more normative legal regimes would apply. The potential regimes include international space law, international telecommunications law, and the law of state responsibility. On further examination, however, when it comes to interference, there appears to be no effective legal mechanism to hold states accountable for NSA interference with space systems, which can be exploited by NSAs and challenge efforts by states to enforce “good” behaviour.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.022
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.128
Threshold uncertainty score0.254

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0220.031
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0090.032
Scholarly communication0.0130.008
Open science0.0030.006
Research integrity0.0160.017
Insufficient payload (model declined to judge)0.0100.002

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 head0.007
GPT teacher head0.232
Teacher spread0.225 · 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 source (direct Gemma or distilled Codex), 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
Published2018
Admission routes1
Has abstractyes

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