The Hegemony of Representation: Democracy and Indigenous Self-government in Bolivia
Bibliographic record
Abstract
In the Plurinational State of Bolivia, the 2009 Constitution articulates a multidimensional conception of democracy, reflecting a legacy of social movement mobilizations that demanded political inclusion and propelled to power a president who self-identifies as Indigenous. Many anticipated that Bolivia could present a propitious environment for an invigorated and post-liberal democracy. This article evaluates the three dimensions of democracy enshrined in the Constitution – representative, participatory, and communitarian – with the aim of understanding the relationship among them. I focus on two important sites of democratic practice: the process of drafting and approving the Constitution, and the construction of “Indigenous autonomies”; that is, institutions of Indigenous self-government based on communitarian democracy. While Bolivian democracy is more stable and inclusive under the current government than under previous ones, this study finds that the expansion of sanctioned participatory and communitarian democratic processes has been limited vis-à-vis the hegemonic system of representation.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.019 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| 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".