Titanic Struggle: Memory, Heritage and Shipyard Deindustrialization in Belfast
Bibliographic record
Abstract
Titanic Quarter has emerged as Belfast’s premier tourist destination in recent years. This article examines ongoing regeneration efforts alongside the rundown of Harland & Wolff shipyard, which formerly occupied the Titanic Quarter site, and the delicate politics of Northern Ireland peacebuilding. East Belfast oral histories complement recently released state papers to analyze the intentions (and perceptions) of Titanic-themed urban transformation. The connected processes of deindustrialization, regeneration and industrial heritage are unpacked to better understand the cultural erasure and economic marginalization that can afflict displaced workers and communities. Lived social experiences have been largely ignored in heritage interpretations at Titanic Quarter in favour of non-contentious narratives serving the aims of state and corporate actors. Ultimately, the article questions whether attempts to create neutral ‘heritage memory’ tackles underlying divisions in post-conflict Northern Ireland.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.013 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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".