Bridging Past and Present Traumas: The Emergence of Kosovo Serb Ethnoscape in the Dynamic Interaction between the Enclaved Environment and History Textbooks’ Content
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
Abstract This article deals with the use of history textbooks imported from Serbia in the specific context of Kosovo Serb enclavement. It provides a content analysis of history textbooks used by Kosovo Serb pupils in Kosovo in terms of their contribution to Kosovo Serb collective identity building. This article focuses on the interaction between the enclaved environment within which Kosovo Serbs have lived since 1999 and the narratives contained in the history textbooks, to highlight how this interaction influences the way Kosovo Serbs consider their identity. First, I start by showing that history textbooks used by Kosovo Serbs in Kosovo emphasize religious identity. Next, I argue that dialogic relation between past and present, understood through the dynamic interaction between the enclaved environment and history textbook narratives, contributes to the emergence of enclaves as ethnoscapes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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) | 0.000 | 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 it