The Polish Transition in a Comparative Perspective / Polska transformacja ustrojowa w perspektywie porównawczej
Bibliographic record
Abstract
What a difference a quarter of a century can make! In 1989, Poland stood out as a country in chronic political and economic crisis.1 It had been ravaged by strikes, economic decline and default since 1976. A popular view both in Poland and abroad was that Poland was incurable. Germans talked about the polnische Wirtschaft (Polish economy), meaning dysfunctional economy, while the Swedes used the term polsk riksdag (Polish Parliament) for political disorder. Norman Davies, the great historian of Poland, called his monumental history of Poland God’s Playground because of all the disasters it has faced. He said these words “can be aptly used as an epithet for a country where fate has frequently played mischievous tricks” (Davies 1982, xvi). Today, Poland stands out as possibly the greatest economic success among the thirty post-communist 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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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; both teacher heads agree on what is shown here.
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".