A Comparative Study of the Economies of the Major English and Non-English VCountries
Bibliographic record
Abstract
Since the 1990'sa,the major English countries(such as U.S.Britain,Canada,Australia) in the developed world have outdone the non-English countries(such as Japan,Germany,France and Italy) in terms of economic growth rate,per capita GDP growth,unemployment rate,and labor production efficiency.The main reason that can account for such disparity are as follows: The non-English countries,due to some error in the macro economic policy have missed the opportunity to develop their new economy,failed to transform their industry in time as a result of the influence of the powerful interest groups,thus resulting in slow economic growth.The English countries,on the other hand,actively implemented the economic reform and adjust the industrial structure in time and attached great importance to technological innovation and improving labor efficiency while maximizing the advantage of English as a global language,and consequently succeeded in accelerating the economic development.The gap in the economic growth rate between them can serve as an enlightenment to the other countries.
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".