The Characteristics of the current situation of mineral resources
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
As the world economic growth is slowing,the demand of major mineral commodities has been shrinking since the fourth quarter of 2011.At the same time,financing is more and more difficult,and the mining cost is rising,and the prices of iron ore,copper,aluminum,lead,zinc,nickel and other metal have declined,and mining stocks have fallen.As a result,the global mining has entered again into the down phase.However,the demestic situation of mineral resources runs smooth.The demand of mineral resources is tight in China and loose in the world,which will be relieving in short-term and tightening in long-term.First,the mining fixed asset investment growth has increased by quarter.Second,the supply capability of mineral products has been increasing constantly.Third,the imports of important minerals kept going up.Fourth,the prices of important mineral commodities have kept fluctuating at high level.At last,the markets of exploration and mining rights are active.
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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