Inclusive Innovations Through Social and Solidarity Economy Initiatives: A Process Analysis of a Peruvian Case Study
Why this work is in the frame
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Bibliographic record
Abstract
Abstract This paper seeks to explain the process by which an innovative social and solidarity economy initiative allowed a marginalized population that had no say in development activities to meet certain urgent needs and bring about sustainable social and institutional change. The article looks at the case of a solid waste management program initiated by a group of residents and structured around a third sector organization in Cerro el Pino, a hillside slum located in the La Victoria District of Lima, Peru. We analyze this project through a processual model that focuses on three dimensions: context, process, and consequences. The results highlight the role of social and human capital and the presence of various types of knowledge in the implementation of an initiative driven by locals.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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