Contested Spaces and Everyday Peace Politics in Northern Ireland
Bibliographic record
Abstract
Abstract In 2022, the United Kingdom downgraded the security threat in Northern Ireland from “severe” to “substantial”, first set in 2010. The latter means that an attack is likely but not highly likely. For many analysts and political observers, the twenty-five years of peace that followed the signing of the Belfast/Good Friday Agreement (B/GFA) though interspersed with periods of political stalemate, have led to an overall external sense the conflict has ended. This downgrading of the security threat in Northern Ireland appears to confirm this sense of a settled peace. Still, the type of peace that has been achieved, and particularly the political dynamics regarding contentious spatial issues, continue to shape the quality of peace experienced by the local population. In turn, it is precisely this everyday quality of peace that reflects the real success, or failure, of various peacebuilding efforts as such practices produce the empirical evidence of sustainable reconciliation or continue sectarian divisions in a post-conflict space.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.011 | 0.027 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.001 | 0.013 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".