United Nationalities (UN²): UN80 Initiative Proposals for an Open United Nations (OUN)
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
United Nationalities (UN²) is an participatory online platform to research, discuss, and develop open source proposals for the rule of law (RoL) collaborative development of the United Nations (UN) based on my 'Open United Nations (OUN)' and 'Open Education in the United Nations (OEdUN)' masterclass courses syllabi. It is being developed through my decades of works with most of the United Nations System (UNS) several high commisariats, and suborganizations and compiled for for my works with the most respected institutions like the United Nations Education Science Culture Organization (UNESCO) International Institute for Educational Planning (IIEP) and United Nations Economics Council for Europe (UNECE) Working Party on Regulatory Cooperation and Standardization Policies (WP.6) Education on Standardization Initiative (START-Ed).
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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.011 |
| Science and technology studies | 0.017 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 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 it