Japan's new competitive advantage: the arguments and proposals for structural reorientation
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
As forecasted by the Japanese government, the country’s economy will grow, although slowly. This expectation is determined by the risk that the labour market situation and the worldwide business cycle will keep deteriorating. It is believed that the economy will not be spurred by exports growing as a result of worldwide recovery, but rather by a series of stabilization packages and gradually expanding domestic demand61. The expectations should be treated with a great deal of cautiousness, because of the highly unpredictable rate of unemployment, the concerns about deflation and the probability of the global recession turning out more serious than expected. According to the AFP (Gazeta Wyborcza of 08 Dec. 2009), in the third quarter of 2009 the Japanese economy finally showed some signs of recovery and reached positive values; unemployment also dropped from 5.3% to 5.1% between September and October. The widespread opinion is that the recovery is very fragile, as proved by the steadily falling prices, deflation, and the rising yen exchange rate (the highest in the last 14 years – 84 yen to 1 US dollar), threatening the Japanese exports.
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 | 0.000 | 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