Limits to Transformational Potential: Analysing Entitlement and Agency within a Conditional Cash Transfer Program in the Philippines
Bibliographic record
Abstract
Despite serving as the Philippines’ main social protection strategy, debate continues surrounding the ability of the Pantawid Pamilyang Pilipino Program (4Ps) to meet its long-term goal of breaking cycles of intergenerational poverty. To engage with this debate, this study brings together the constructs of entitlement and agency to analyse how different actors associated with 4Ps understand and experience the program. Drawing on forty-three semi-structured interviews with 4Ps beneficiaries, non-beneficiaries, and implementers, we provide a provisional explanation as to why a disconnect exists between the long-term goals of 4Ps and the experiences with the program among these different actors. In addition, this study highlights how challenges associated with the design and implementation of 4Ps, including limited transparency and communication of the program’s eligibility requirements, rigid monitoring of beneficiary compliance, and delays in receiving cash transfers, may constrain the transformational potential of this social protection strategy.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.008 | 0.012 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".