Export Industry Growing Vigorously, Energy Price Increases Weighing on Economic Activity. Business Cycle Report of March 2011
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
In the fourth quarter, real GDP expanded by 0.8 percent compared with the previous quarter and by 2.7 percent compared with a year before. Over the whole of 2010, the economy grew by 2 percent. Exports and manufacturing remain the key drivers of the economic recovery. Equipment investment is also slowly beginning to pick up; the construction industry, by contrast, remains in recession. Private consumption rose also during the 2008-09 recession and was thus an important stabilising factor for the economy; it now continues to grow at a modest pace. The recovery in the labour market is also continuing. The number of unemployed persons has fallen by 31, 000 from its peak, thus offsetting half of the increase triggered by the recession. The increase in world market prices for commodities (oil, agricultural goods, metals) is already feeding through noticeably into consumer prices: In January, inflation reached 2.4 percent.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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