Identity Crisis in Northern Ireland: Evidence from Sheridan’s Some Mother’s Son and George’s The Boxer
Bibliographic record
Abstract
Our paper entitled “ Identity Crisis in Northern Ireland” reflects upon the changes emerged on the identity of the Irish people in Northern Ireland in the aftermath of the guerrilla warfare which the nationalists waged against unionists and the British subjects in Belfast for several decades in the twentieth century. According to Sheridan’s and George’s films, the ethnocultural conflict in Northern Ireland unveiled the patriarchal, racist and homogeneous paradigms of such nationalist organizations as the IRA whose overdependence on violence in its resistance to the British revitalizes the Machiavellian principle of “ends justifying means” and nurtures racism and cultural bigotry. Sheridan and George, we conclude, advocate the culturally tolerant and diverse ideology of multiculturalism to counteract the essential homogeny and chauvinism of nationalism as practiced by the IRA. Key words: Nationalism; Multiculturalism; Hybridity; 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 | 0.008 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.014 | 0.013 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".