Generations of memory in the "model socialist town" of Nowa Huta, Poland
Why this work is in the frame
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Bibliographic record
Abstract
This article examines memories of socialism among different generations in Nowa Huta, Poland. Initially built as an industrial “model socialist town“, since 1989 Nowa Huta experienced economic decline and marginalization. Its socialist legacy is now being reinterpreted in ways that reflect changed political, economic, and social conditions. This article describes contemporary public representations of the town's history and considers how they resonate with the experiences and understandings of different generations of residents, from the town's builders to the youngest generation, who have no firsthand memories of the socialist period. It demonstrates how generational categories are both reflected and constructed through different accounts of the past, while also revealing overlaps between them. Throughout, specific attention is paid to the relationship between narratives of the past, present, and future, and present-day political and economic realities.
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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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it