Optimistic Economy with "Fogs",Adjusted Prices with "Fluctuation"——An Analysis and Judge on International Finance of the 2nd Quarter of 2007
Bibliographic record
Abstract
The outstanding feature of international finance market in 2007 is apparent increase of prices,focusing on American policy and American stock prices and China Renminbi appreciation.The reasons for a steady rising tendency for each market in the first quarter of 2007 are global M A size,and its effect bringing confidence support for financial price indexes,using of hedge fund technology,and interest gaps' pulling role in financial price indexes formation,policy effect from the USA for responding to external reserve structure changes.In the latter half of 2007,international financial market will face a transfer from price risk to institutional risk,from financial risk to resource risk,from economy globalization to investment globalization;meanwhile,US dollar will have been made effective and flexible adjustment,global stock market will take on continuous rising tendency,global gold market will be likely to rise in a large scale,international petrol oil prices will be likely to rise in a large scale with a short-run,market interest rates will also rise continuously.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".