Industry and Construction Experiencing Boom. Business Cycle Report of February 2007
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
Austria's real GDP grew by 3.3 percent year-on-year or by 0.8 percent (seasonally adjusted) quarter-on-quarter in the fourth quarter of 2006, according to WIFO's first flash estimate. This robust economic growth mainly reflects the boom in manufacturing and construction, where high rates of capacity utilisation and a very good profit situation are driving companies to noticeably increase their investment spending. In contrast, private household consumption remains subdued. Business has been sluggish in retailing and other sectors of the economy that are dependent on consumption. Wage increases have been modest and therefore do not allow a stronger expansion of consumer demand, despite low inflation. While the situation on the job market has improved markedly during the winter months due to the good performance of the economy and the mild weather, unemployment nevertheless continues to be relatively high.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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