Bibliographic record
Abstract
The United Nations Committee on the Peaceful Uses of Outer Space (UN COPUOS) has an impressive record of being in the vanguard for over sixty years in leading the development of multilateral treaties, principles, guidelines and best practices to assist states and non-governmental organizations in ensuring the safety, security and sustainability of outer space activities for peaceful purposes. However, there are currently several stresses and challenges relating to the governance of the Committee suggesting that COPUOS is in jeopardy of losing this leadership in providing this essential guidance for the global space community. In this article we outline some of these stresses and propose that COPUOS or the UN General Assembly (UNGA), to which the Committee reports, conducts a review and analysis of the organization and method of work of the Committee to determine if adjustments might be adopted in order to deliver its mandate more effectively. COPUOS, Outer Space Treaty, United Nations General Assembly, UNOOSA
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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 | 0.087 | 0.092 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.012 | 0.013 |
| Scholarly communication | 0.023 | 0.021 |
| Open science | 0.009 | 0.011 |
| Research integrity | 0.025 | 0.020 |
| Insufficient payload (model declined to judge) | 0.027 | 0.006 |
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".