Reinventing a Model Socialist Steel Town in the Neoliberal Economy: The Case of<scp>N</scp>owa<scp>H</scp>uta,<scp>P</scp>oland
Bibliographic record
Abstract
Abstract This article examines how a former Polish industrial town reinscribes its past and reinvents its public image in the context of simultaneous political and economic changes. N owa H uta was originally built as the country's model socialist town. Then, following the collapse of the socialist government and the adoption of democratic and neoliberal economic reforms, it experienced both deindustrialization and political marginalization on account of its association with the previous regime. This article examines current initiatives aimed at revitalizing the town's economy and public image. It argues that the process of reinventing and revitalizing N owa H uta has many parallels with deindustrializing cities across the N orth A tlantic. At the same time, in P oland this process is additionally inflected by the country's socialist legacy. The article thus aims to elucidate how processes such as deindustrialization, globalization and neoliberalism are worked out in concrete places and with relation to local politics and histories.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".