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
Dining out during the 1980s in Ireland could be summarised gastronomically by prawn cocktails, Chicken Maryland, Black Forest gateau and bottles of Blue Nun or Mateus Rosé. All this changed with the Celtic Tiger when the Irish public was introduced to Caesar salad, tomato and fennel bread, tapenade and Chardonnay. From 1989 to 1993, Restaurant Patrick Guilbaud was like a lone beacon of consistency in the Irish edition of the Michelin Guide. However, in 1994, five Michelin stars were awarded on the island of Ireland. Change was afoot. Many young Irish chefs and waiters emigrated during the 1980s although some, such as Kevin Thornton, Michael Clifford, Ross Lewis, Robbie Millar and Paul Rankin, returned during the late 1980s and early 1990s with knowledge of nouvelle cuisine and fusion cuisine gained in the leading restaurants of London, Paris, New York, California and Canada. They brought a new energy and confidence to the Irish restaurant industry on their return.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.009 |
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