Between Collective Action and Individual Appropriation
Bibliographic record
Abstract
Examining the concept of clientelism in analysis of participatory processes, we investigate how collective and individual action are articulated in practices in the case of participatory budgeting (PB) in Recife, Brazil. We use ethnographic work to look how collective actors mobilize within the PB process in Recife and show that PB’s territorial and redistributive nature provides fertile ground for informal exchanges to be entrenched in institutional processes at the micro level. Microsocial interactions between political entrepreneurs, intermediaries, and ordinary participants in Recife participatory practice are shaped by two processes: individualization of political loyalties and territorialization of politics. These, we argue, allow informal exchanges to coexist with institutionalized forms of collective action. PB presupposes that participants engage in local struggles and introduces competition and inequalities among them, as access to resources is conditioned by their ability to mobilize and enter into informal interactions that underlie political exchanges within PB.
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.
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 | 0.016 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.005 | 0.077 |
| Scholarly communication | 0.011 | 0.013 |
| Open science | 0.001 | 0.014 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 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".