The power of biojustice environmentalism in the Global South: insights from the politics of reducing single-use plastics in Guatemala
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Guatemala is severely polluted with plastic waste, with open burning, illegal dumping, and leaking landfills causing widespread harms. What actions, this article asks, are local people taking to reduce this pollution? What, more broadly, does this suggest for the power of grassroots environmentalism to influence plastics governance in Guatemala? Drawing on fieldwork in 2023 and 2024, our study finds that local efforts to eliminate single-use plastics have been surging across Guatemala since 2016. Formidable political and industry forces, however, are limiting the scaling up of these efforts. This article, the first to investigate the politics of reducing single-use plastic waste in Guatemala, deepens the understanding of the agency and power of local people in the Global South to shape environmental governance while emphasizing the importance of accounting for the political and economic forces thwarting the scaling up of community actions.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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