The Midas Touch: Gold and Its Role in the Global Economy
Bibliographic record
Abstract
In times of market uncertainty, investors retreat to safety and exit from equity to hold gold.Initially coveted for its malleability and resistance, gold has held a prominent place in the development and stabilization of the international economy and world currency markets.It has a fascinating history to explain its persistence in the era of modern investment.Gold is known in chemistry circles as a noble metal.A noble metal resists corrosion and oxidation; all of the noble metalsgold, silver, and copper-have been used through history as currency, but gold rose to prominence based on its superior resistance to degradation.While the value of gold may spike and fall over time, it rises relatively consistently in the long-run skyrocketing in times of financial and political uncertainty and plunging during periods of investor confidence and overconfidence.The curve on the gold charts over the past 20 years affirms these truths.Gold hovered around US$200 an ounce through the tech boom of the late 1990s and climbed to US$1800 an ounce in the aftermath of the 2008 financial crisis.
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 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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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".