<scp>I</scp> rish <scp>R</scp> epublican <scp>M</scp> ovement
Bibliographic record
Abstract
Abstract The Irish Republican Movement has its origins in eighteenth‐century republican political philosophy, which also inspired the American (1776) and French revolutions (1789). In the 1790s, the United Irishmen tried to unite “Catholic, Protestant, and Dissenter” and create an Irish Republic independent of England. Unlike their American and French counterparts, the United Irishmen's rebellion of 1798 failed. However, they remained an inspiration for rebellions against the British in 1803, 1848, 1867, and 1916, and insurgent actions by Fenians (including armed campaigns against the British in Canada and a bombing campaign in England) in the 1860s, 1870s, and 1880s. Contemporary Irish Republicanism has organizational antecedents that date from the 1840s: Irish Republicans active as “Young Irelanders” in 1848 became Fenians; Fenians participated in the 1916 Rising and the Irish War of Independence (1919–1923); veterans of 1916–1923 were active in Irish Republican organizations into the twenty‐first century.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.431 | 0.128 |
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".