A Model Socialist Steel Town Enters the Neoliberal Age: The Changing Political Economy of Nowa Huta, Poland
Bibliographic record
Abstract
Abstract This article examines how changing political and economic ideologies and projects—first socialism, then neoliberal capitalism—were worked out in a Polish industrial town called Nowa Huta. Nowa Huta was initially built after World War II as a town that would embody the socialist state's goals of industrialization, urbanization, and the creation of a working class. Following the collapse of the socialist government in 1989 and the ensuing market reforms, Nowa Huta experienced deindustrialization, privatization of state enterprise, unemployment, and decay of urban infrastructure. The article traces how this changing political economy was worked out in the cityscape and in the relationship between place, work, and community. It argues that the case of Nowa Huta allows us to see how global processes, such as industrialization and deindustrialization, and the changing organization of economy and work, are domesticated in local places and in relation to local politics and histories.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".