Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Irish novel has had a distinguished history. It spans such diverse authors as James Joyce, George Moore, Maria Edgeworth, Bram Stoker, Flann O'Brien, Samuel Beckett, Lady Morgan, John Banville, and others. Yet it has until now received less critical attention than Irish poetry and drama. This volume covers three hundred years of Irish achievement in fiction, with essays on key genres, themes, and authors. It provides critiques of individual works, accounts of important novelists, and histories of sub-genres and allied narrative forms, establishing significant social and political contexts for dozens of novels. The varied perspectives and emphases by more than a dozen critics and literary historians ensure that the Irish novel receives due tribute for its colour, variety and linguistic verve. Each chapter features recommended further reading. This is the perfect overview for students of the Irish novel from the romances of the seventeenth century to the present day.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it