Citizens, Civil Society, and Activism under the EPRDF Regime in Ethiopia: An Analysis from Below
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
Journal Article Citizens, Civil Society, and Activism under the EPRDF Regime in Ethiopia: An Analysis from Below Get access Citizens, Civil Society, and Activism under the EPRDF Regime in Ethiopia: An Analysis from Below, Edited by Camille Louise Pellerin and Logan Cochrane, McGill-Queen's University Press, 2023, ISBN 978-0-2280-1751-6, CA$75, 1-321, Canada. Asebe Amenu Tufa Asebe Amenu Tufa Institute for Peace and Security Studies, Addis Ababa University assebe.a@ipss-addis.org Search for other works by this author on: Oxford Academic Google Scholar African Affairs, adad030, https://doi.org/10.1093/afraf/adad030 Published: 29 November 2023 Article history Received: 10 October 2023 Revision received: 02 November 2023 Editorial decision: 13 November 2023 Accepted: 14 November 2023 Corrected and typeset: 29 November 2023 Published: 29 November 2023
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| 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