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
Abstract: International aid is a dynamic bundle of geographical relationships at the intersection of war, neoliberalism, nature, and fear. The nexus between development and security warrants further conceptualization and empirical grounding beyond the instrumentalist and alarmist discourses that underwrite foreign aid. This article examines two such discourses, that of “aid effectiveness” and securitization, that serve to frame an analysis of aid to Sri Lanka. Since 1977, neoliberal policies of international assistance have shaped the country's economy and polity, and, since 1983, government troops and militant rebels have been at war. International aid focuses on economic development and support for peace negotiations, but little attention has been paid to the ways in which these agendas intersect to shape donor behavior and aid delivery. Drawing from research on international aid agencies operating in Sri Lanka, in particular the Canadian International Development Agency, the geopolitics of aid are analyzed.
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 | 0.000 | 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