Regenerating Maya‐Mam ways of governing, Indigenous emancipatory politics in the age of the extractive imperative
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
Abstract The literature on the recent exponential growth of the extractive industry in Latin America and beyond has documented the various processes through which this sector has been empowered to expand its frontier, as well as the strategies that affected communities employ to resist it. However, in this article we instead focus on how some Maya‐Mam residents of San Miguel Ixtahuacán understood and addressed the divisive effects of the Marlin Mine, which operated between 2005 and 2017 and was Guatemala's largest open‐pit mine. Drawing on ethnographic and oral history research, we uncover the resilience of Maya‐Mam ways of thinking and engaging with politics, in addition to the challenges they faced in their endeavors. As we will see, in the face of Guatemala's deeply engrained “culture of corruption,” the tactic of appealing to others’ conciencia (critical awareness and moral integrity) rather than offering monetary rewards to garner political support proved to be too ambitious.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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