SGACA: The Rise and Paradoxical Demise of a Political‐Economy Instrument
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 article discusses the Strategic Governance and Corruption Analysis (SGACA) introduced in 2007 by the Dutch Ministry of Foreign Affairs as a tool for political‐economy analysis of governance structures in aid‐receiving countries. It suggests an explanation of the paradox that SGACA was generally seen as a strong analytical instrument, yet was discarded within one 4‐year policy cycle. Drawing on the literature on policy innovations, it argues that there are three main causes of this demise: first, the collective‐action problems involved in getting innovations implemented in the apparatus of the Ministry of Foreign Affairs; second, the fact that the policy window opened for SGACA by the mid‐2000s did not stay open throughout the implementation process; and third, the bureaucratic politics played out in the environment in which SGACA had been developed.
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 | 0.000 |
| 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