The Social Economy in Bolivia: Indigeneity, Solidarity, and Alternatives to Capitalism
Bibliographic record
Abstract
Abstract The social economy (SE) is alternatively conceptualized as a third sector (between the private and public sector); or by a typology of the organizations involved (such as cooperatives, non-profit organizations and social enterprises); or by the principles and values driving such activities (such as cooperation, mutual benefit, and democracy). One important consideration is often overlooked, namely that the SE emerges in different forms and with varied emphases depending on location. The SE is ‘place-based’—rooted in specific geographic, historical, cultural, and socioeconomic settings. This article explores the conceptualization of the SE in the Bolivian context from the perspective of government and civil society actors. The research took place after the country recognized the importance of the social, cooperative and community economy in their new constitution and found that the understanding of the SE in Bolivia relates strongly to the country’s indigenous and colonial heritage.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.013 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".