Effects of ups and downs of the Mongolian mining sector
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 economy of Mongolia, a country rich in natural resources, is increasingly dependent upon the mining sector. International prices of mining commodities have been highly volatile in recent years. This paper uses a computable general equilibrium model to examine the short-term effects on the Mongolian economy of two scenarios: (1) a moderate boom in the coal market; and (2) a drop in the world price of metal ores. It is found that the Dutch disease effect generated by the shocks is insignificant given the structure of the economy (e.g., small export shares and low export intensity of manufacturing and agriculture commodities) and a labor market condition with high unemployment. Since the economy is largely dependent upon on the mining sector, the impacts of the shocks are jarring, implying that the government must abide by its fiscal rules for stable growth and prosperity.
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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