Japan economic surveys show recovery in manufacturing
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
A quarterly survey by the Bank of Japan indicates manufacturers are planning to increase investment to bridge shortages in capacity as demand for exports recovers. Japanese manufacturers are planning to increase investment as demand for exports recovers, according to surveys.The Bank of Japanâs quarterly âtankanâ survey of business conditions showed the main index for business conditions of large manufacturers rose in the April-June quarter for the third straight quarter, from 12 to 17.Other large companies also were upbeat.In other positive news for the worldâs third largest economy, a separate survey of factory purchasing managers also indicated the outlook improved in June, for the 10th consecutive month.Stronger demand from China and other Asian markets is driving a recovery in exports that has stretched the capacity of some manufacturers and other employers, though forecasts suggest conditions will deteriorate in coming months.
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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) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.019 |
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