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Record W4415098035 · doi:10.54648/aila2025054

United Nations Space Treaties as Foundations for National Launch and Space Legislation: A Canadian Example

2025· article· en· W4415098035 on OpenAlexaboutno aff

Bibliographic record

VenueAir and Space Law · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSpace exploration and regulation
Canadian institutionsnot available
Fundersnot available
KeywordsLegislatureSpace (punctuation)Outer spaceSpace lawInternational lawDeveloping countryUnited Nations Convention on the Law of the Sea

Abstract

fetched live from OpenAlex

The United Nations (UN) developed five multilateral space law treaties in the 1960s and 1970s as access to space, space exploration, and space exploitation were beginning to develop. Now, fifty years later, the principles of these treaties still influence space activities for all states. The author of this article contends that the treaties can be used as a ‘guide’ and ‘foundation’ for developing domestic legislation. The treaties promulgate important principles for the exploration and use of outer space, which have likely attained the status of customary international law. Particularly for orbital rocketry, this is a developing type of activity for Canada, as no orbital launch has ever occurred from Canada, and presents a new opportunity to regulate and govern effectively. The treaties contain aspects for legislative drafters, policy analysts, and politicians to consider when developing domestic space governing legislative schemes. A Canadian approach could serve as a model for other nations considering developing national space legislation.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.933
Threshold uncertainty score0.940

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
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 head0.021
GPT teacher head0.275
Teacher spread0.254 · 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 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
Published2025
Admission routes1
Has abstractyes

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