A Quarter of a Century of the Czech Republic's Membership in the International Monetary Fund
Bibliographic record
Abstract
The aim of this paper is to provide information on the current standing of the Czech Republic in the International Monetary Fund (IMF) with respect to its role as one of the main institutions that tries to solve contemporary problems of world economy on the one hand, and the problems of the IMF itself on the other hand.The paper focuses on individual phases of the country's membership since 1990, when the Czech Republic joined the IMF.It provides information on both reasons for and forms of financial and technical help that the Czech Republic has utilised until now, and the help that the Czech Republic has provided to weaker members of the International Monetary Fund.Also, the paper analyses the quota reform and the IMF governance and their impact on the Czech Republic's standing within the institution.It draws attention to a rising foreign exchange exposure of the Czech Republic to the IMF that originates from both an increase in membership quotas and extending of loans to other members.Naturally, the paper also analyses the increased risk of the loans that have been provided.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".