Economic Outlook Improves in Euro Area – Inflation Pressure Persists Due to High Energy Prices
Bibliographic record
Abstract
The world economy is chugging along, but its key engines may be changing. While the economies of the U.S.A. and China have reached more mature levels, economic activity is now gradually gaining momentum in Europe and Japan. In Austria, economic growth over the year 2005 clearly regained momentum after a substantial but temporary slowdown in late 2004 and early 2005.Whereas previously economic growth was mainly driven by exports, it is now increasingly supported by domestic demand, too. Already in the second half of 2005, Austrian businesses visibly stepped up their investment activities, while recovery in consumer spending has been more hesitant. According to the OeNB's economic indicator, growth in Austria's real GDP (seasonally adjusted, compared to the previous quarter) will jump to 0.8% in both the first and second quarters of 2006. Despite high energy prices, inflation has abated considerably, thus supporting the real purchasing power of households. Finally, employment has risen, but the rate of unemployment remains elevated nonetheless.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".