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
Historians often ignore the day-to-day struggles of ordinary people to improve their lives. They tend to focus on the accomplishments of illustrious leaders. Peace Education from the Grassroots tells the stories of concerned citizens, teachers, and grassroots peace activists who have struggled to counteract high levels of violence by teaching about the sources for violence and strategies for peace. The stories told here come from the grass roots meaning the educators are close to the forms of violence they are addressing.This collection of essays tells how citizens at the grassroots level developed peace education initiatives in thirteen different nations (Belgium, Canada, El Salvador, Germany, India, Jamaica, Japan, Mexico, the Philippines, South Korea, Spain, Uganda, and the United States). A fourteenth article describes the efforts of the International Red Cross to implement a human rights curriculum to teachers on the ground in the Balkans, Iran, Senegal, and the United Sates. These chapters describe a variety of schools, colleges, peace movement organizations, community-based organizations, and international nongovernmental organizations engaged in peace education.
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 | 0.001 | 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) | 0.014 | 0.004 |
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