Struggling lives and symbolic boundaries: Violence, young people and trauma in post-conflict Belfast
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
In Belfast, despite everyone knowing the conventional date that put an end to the Northern Irish conflict, commonly known as The Troubles, many people still suffer from its legacies to this day. In this article, I consider both post-conflict dynamics and contemporary issues in Belfast, focusing in particular on young people. Through a qualitative methodology, and drawing on anthropological concepts such as structural violence, I provide some reflections on the relationship between violence and trauma in this context through the analysis of the ethnographic data collected in a youth centre. This intervention is intended as a potential contribution to the broader literature on the anthropology of trauma and the ethnographies of violence, and on the debate on the transmission of mental distress from one generation to another.
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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) | 0.000 | 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