Russia’s Wagner Group and the sustainment of authoritarianism in Africa: Implications for China at home and abroad
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 captured by Authoritarian Conflict Management (ACM), Russian reliance upon Wagner Group in Africa runs counter to several Chinese efforts: economic and trade projects, development and conflict prevention/resolution, and multilateral engagement. To make this case, the article first explains the rationales for authoritarian sustainment and then it explores ACM’s three components of discourse, space, and economy. ACM considerations clarify how Wagner Group’s activities hinder the Chinese approach in Africa generally and in particular contexts. Specifically, the article considers Wagner Group’s efforts in the Central African Republic (CAR) and Mali. The instability linked to Wagner Group relates to both the nature of its engagement and the limitations of its presence that together are disruptive for China. Furthermore, the article identifies how Wagner Group upsets UN peacekeeping activities which in turn reduces their utility for various Chinese needs.
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 | 0.000 |
| Science and technology studies | 0.000 | 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