Setback in Economic Activity. Business Cycle Report of February 2009
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
Real GDP contracted at a seasonally and working day adjusted quarterly rate of 0.2 percent in the fourth quarter of 2008. The economic downturn has taken a firm grip of the export-oriented manufacturing sector, with production, capacity utilisation and incoming orders markedly below the levels seen in summer 2008. Neither the course of economic activity of Austria's major trading partners nor the results of WIFO'S January 2009 business survey give reason to hope for an imminent recovery of the domestic industry. Value added growth in the construction sector has weakened only little so far. Private consumption continues to rise slowly, and tourism recorded a strong start of the winter season. Nevertheless, the economic downturn is already clearly visible in important economic policy variables: Unemployment is rising markedly, inflation is slowing noticeably.
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) | 0.000 | 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 | 0.001 |
| 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