Exploring the public perception of Communist Heritage in Post-communist Albania
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
More than a quarter of a century after the fall of the eastern bloc (broadly intended), former communist countries have dramatically changed. Yet the memory of the recent past is sometimes perceived as being accompanied by a considerable sense of unease. This process is mirrored clearly in the way some countries have dealt with the physical remains of the regime. This paper will focus on a case study from contemporary Albania and represents one of the first attempts at addressing the social significance of the remnants of the recent communist past in this country. It is undertaken not only through a theoretical and historical investigation, but also via a direct survey of the public (in this case a sample of citizens of the capital city Tirana). Our results suggest that, contrary to our initial assumptions, there is a considerable widely shared interest in the material remnants of the regime and that its cultural heritage its cultural heritage still needs to be explained.
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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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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