Development or Devastation?: Epistemologies of Mayan women's resistance to an open-pit goldmine in Guatemala
Bibliographic record
Abstract
The Canadian corporation Goldcorp's Marlin Mine in San Miguel Ixtahuacán is the first open-pit goldmine in Guatemala. While Goldcorp depicts Marlin as a showcase for development and good business, many Mayan women express extreme distress at the multilayered destruction caused by the corporation. Under the guidance of the indigenous women's movement Tz'ununija’, in May–June 2011 and July 2012, I held in-depth interviews with five Maya-Mam leaders and two workshops in San Miguel with more than 30 women opposing the mine. Analysing their visions and Goldcorp's public development discourse, I argue that the mine is decimating San Miguel's social fabric and environment. Although Goldcorp has created employment, infrastructure and injected money into the local economy, gains are short term in comparison with the long-term impacts of the mining venture on land and community. At heart, two fundamentally opposed visions are at stake: Western “development” versus tb'anil qchwinqlal, or quality of life.
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How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".