The Marlin Mine, Guatemala: Environmental and Indigenous Human Rights Concerns
Bibliographic record
Abstract
Montana Exploradora de Guatemala S.A., a wholly-owned subsidiary of Goldcorp, a Canadian mining company, began gold and silver mining operations in the western highlands of Guatemala in 2005. The municipalities of San Miguel Ixtahuacán and Sipacapa were primarily affected. The presence of the mine has directly impacted 18 communities of indigenous Maya people: Tres Cruces, Escupijá, Pueblo Viejo, La Estancia, Poj, Sipacapa, Pie de la Cuesta, Cancil, Chual, Quecá, Quequesiguán, San Isidro, Canoj, Ágel, San José Ixcaniché, San José Nueva Esperanza, San Antonio de los Altos, and Siete Platos. As the construction and operation of the mine was undertaken without consultation with the local indigenous peoples, and because of its potentially devastating environmental effects, a groundswell of protest followed by legal activity has occurred. In their legal proceedings, the communities complained of a variety of environmental issues, including the contamination of rivers; the drying up of wells; illness to infants and children, including frequent skin rashes; and the deaths of live stock.
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.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".