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
In October 2000, the UN Security Council unanimously adopted Resolution 1325, calling for the “broad participation of women in peacebuilding, (and) post-conflict reconstruction.” The resolution highlighted the increased targeting of women and children in war and “the need to increase their role in decision-making with regard to conflict prevention and resolution.”1 In discussions preceding the resolution’s adoption, delegates implied that including women’s perspectives in peace-building would not only enhance justice and equity, it would also contribute greatly to the success of peace efforts. Durga Prasad Bhattarai of Nepal’s Permanent Mission to the UN, reflected the general tone of the speeches when he said that women tend to be “more sincere, more reliable, and more compassionate” than men, and “shunned violence more consistently.”2 UN Secretary-General Kofi Annan gave a glowing account of women’s potential for peacework:
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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