Imagining the mineral nation: contested nation-building in Mongolia
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
The development of the Oyu Tolgoi copper-gold mine, located in Mongolia's South Gobi province, promises to rebuild the nation after two decades of economic and social instabilities following the 1990 revolution. While the company promotes the mine as the teleological solution to Mongolia's development, the state and public remain ambivalent, as concerns about a resource curse and Dutch Disease loom. In this paper, I argue that Oyu Tolgoi remains contested due to tensions between corporate and state actors as well as public concerns about the potential negative political, economic, and environmental effects of mining. Debates over the Oyu Tolgoi investment agreement negotiations and the immediate repercussions of the agreement signing reveal how the dual teleologies of building mineral nations crystallize in the neologism “Mine-golia.” This paper begins to fill a gap in the literature on mineral nations which privileges the role of the state, leaving how corporations engage in nation-building underexamined.
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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 | 0.000 | 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