The Politics of Foreign Aid: U.S. Assistance for Reform in Ukraine and Poland
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
Foreign aid is first and foremost a technique of statecraft. It is, in other words, a means by which one nation tries to get other nations to act in desired ways" (Baldwin ). is statement was made almost four decades ago. Yet when one looks at the U.S. support for the post-Soviet countries in transition, one realizes that Western assistance has been and continues to be driven by inherently political considerations. Indeed, following the Soviet demise, traditional Cold War rationales for assistance strategies disappeared, prompting reconsiderations of donors' priorities. e prospects of the former socialist states' transition to liberal democracy and a market economy opened up new opportunities for donor governments and agencies. Many of them redirected resources from the ird World and became actively involved in the formulation, financing and implementation of multiple aid programs in Eastern Europe and the former Soviet Union. By the mid-s they had disbursed nearly billion in aid funds to the region. e transition has increasingly become a strategy implemented by Western donors, illuminating the fundamental and ongoing tension between the economic and political self-interests of donors and the developmental needs of recipients.
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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 | 0.000 |
| 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 | 0.000 |
| 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