Unresolved Cold War Issues of Contemporary Outer Space Arms Control Efforts
Bibliographic record
Abstract
The ineffectiveness of the existing space law treaties has allowed space faring nations to enhance their strategic capability, which has resulted in an increase in militarization and weaponization. Military use of the outer appears to be dominated by power politics, and there are uncertainties surrounding space governance and resources. Neither the established nor the emerging space faring states have actively engaged in arms control negotiations, including "Transparency and Confidence Building Measures (TCBMs)". Inthis article, the argument has been made that during the initial stages of the space race, various spacefaringnations agreed that the environment in outer space should be approached in a different manner; however,issues of military use of space and weaponization were not fully resolved through negations. These issues continue to persist in space law treaties in the form of legal lacuna's. If leftover issues from the Cold War-rivals are not resolved, the militarization of space will continue to increase.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.006 | 0.012 |
| Scholarly communication | 0.023 | 0.007 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".