Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it