Bibliographic record
Abstract
James Joyce (1882-1941) was the international modernist par excellence of his day, yet the question of where his modernism sprang from is difficult to answer. While the conditions of national life during his formative years in Ireland are often regarded as pre-modern, the point is worth observing that the capital in which he was born had one of the most advanced communication systems in Europe when he left it in 1904 - a fact which made its imprint on his novel Ulysses, in the shape of trams and telephones. At that time, Ireland was gripped by a mood of romantic nationalism which did not readily embrace modernist ideas in politics and religion, other than those which confirmed the importance of the 'imagined community' (in Benedict Anderson's famous epithet for the nation); and just as romanticism seemed preferable to realism for nationalists of the day, archaism rather than innovation was the dominant mode for literary revivalists (though that inevitably involved some degree of literary experiment). Joyce turned away from nationalists and revivalists alike, and identified strenuously with a 'movement already proceeding out in Europe' which he identified as 'the modern spirit', before quitting Ireland in 1904 to become part of it.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".