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Record W7019999242

The International Space Station: Peaceful Common Ground for Adversaries

2023· article· en· W7019999242 on OpenAlexaboutno aff

Bibliographic record

VenueThe Mathematics Enthusiast · 2023
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSpace exploration and regulation
Canadian institutionsnot available
Fundersnot available
KeywordsInstitutionalismSpace (punctuation)International relationsScholarshipPoliticsInstitutionGovernment (linguistics)RealismInternational relations theory
DOInot available

Abstract

fetched live from OpenAlex

In 2022, Europe and the United States faced fundamental changes in international economic and diplomatic relations due to Russia’s war against Ukraine. Yet, the NATO-Russia split has excluded the International Space Station (ISS), where the U.S., Japanese, Canadian, and European space agencies continue cooperation with Russia. To understand how adversaries maintain peaceful relations in some institutions, I utilized two political science theories – structural realism and neoliberal institutionalism – to analyze factors influencing cooperation. Findings on the ISS’s political dynamics offer strategies to pressure space-faring nations into peaceful relations, allowing for other nations and NGOs to access space resources for all of humanity’s benefit. My project consists of historical and current policy analysis of U.S. ambitions for a space station. I reviewed government documents, peer-reviewed journals and periodicals for information on the ISS. I identified three periods to test: initial agreements made without Russia (1988), revised agreements with Russia (1993), and 2022 NATO-Russia split. I applied key concepts from the above-mentioned theories to explain why the U.S. did or did not cooperate with Russia. For structural realism, I hypothesized that the U.S. would cooperate with Russia if it views the ISS as a material capability and has no relative gains issues. For neoliberal institutionalism, I hypothesized that the U.S. would cooperate, if the ISS is an institution and cooperation is necessary for its function. Political science research on outer-space is limited despite its growing civil and military importance. Although scholarship exists that applies realist theories, I could not find research that utilizes neoliberal institutionalism to explain governmental actions relating to the ISS. Thus, my project offers a novel suggestion that the ISS is an institution that has taken on a life of its own, necessitating cooperation between space-faring adversaries regardless of terrestrial politics. The ISS is model for peaceful common ground.

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)0.003
metaresearch head score (Gemma)0.003
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: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.007
Scholarly communication0.0070.006
Open science0.0010.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0060.001

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 head0.028
GPT teacher head0.285
Teacher spread0.257 · 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
Published2023
Admission routes1
Has abstractyes

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