Scope and Impact of Global Actions under UNDESD
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
As the UN Decade of Education for Sustainable Development ends, there will be celebrations and the inevitable reporting on activities and outcomes. Countless meetings, events, and sessions have occurred around the world. This opinion piece acknowledges three significant events or outcomes that are shaping the future of ESD within formal education on a global scale. For this author, the first major outcome was the UNESCO World Conference in Bonn (2009) where representatives from most influentially significant ministries of education discussed and planned the future of ESD. The second was the movement conceptually of ESD from the periphery to a core component of quality education. The third was the concept of ESD more as a purpose of education comprised of not only curriculum content but new approaches to pedagogy. In closing the determination of nations to launch the new Global Action Programme is a testimony of the success of the UNDESD.
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 | 0.001 | 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 | 0.000 | 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