Diffusion of CCTs from Latin America to Asia: the Philippine 4Ps case
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 The purpose of this study is to understand the role of international and domestic actors, ideas and processes in the diffusion of public policies. It argues that existing studies on the subject do not provide an adequate explanation of the mechanisms through which diffusion takes place, nor do they sufficiently address the roles of actors affecting the policy transfer process. We address these shortcomings by studying the diffusion of conditional cash transfer (CCT) programs from Brazil and Mexico to the Philippines over the past decade. We use the concept of an ‘instrument constituency’ to delineate and trace the various actors and channels involved in the diffusion of CCTs. The case study shows that these groups of actors dedicated to the articulation, adoption and expansion of particular policy instruments are central players in transnational diffusion of policies and offer a robust explanation of the phenomenon.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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