Dire consequences or empty threats? Western pressure for peace, justice and democracy in Kenya
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
This paper examines Western countries' pressure – or lack thereof – for peace, justice and democracy in Kenya. It analyzes the period since the 2008 National Accord, which defused the 2007–08 post-election crisis, focusing on the lead-up to and immediate aftermath of the 2013 elections. The paper draws extensively on interviews conducted in 2008, 2010, 2012 and 2013 with Western officials based in Nairobi, as well as informed Kenyans. It argues, first, that recent Western pressure is the latest iteration of a consistent pattern of donors not enforcing stated conditions for future support, causing diminishing returns. Second, donors not only have been reluctant to use potential leverage over the Kenyan government, but also have consistently underestimated it and erred by publicly threatening to use it only at the least strategic moment and not when it could have been most effective. Third, Western officials have continued to make short-term decisions favoring stability or peace that actually undermine basic principles of democracy and justice.
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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 | 0.002 |
| 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