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
Richard Bright (1789–1858), pioneer in research on kidney disease, fellow of the Royal College of Physicians and Physician-Extraordinary to Queen Victoria, describes his observations while travelling in Eastern Europe in this book, first published in 1818. He had set off to witness the closing stages of the Congress of Vienna in 1814, and having spent the winter observing the various heads of state, courtiers and politicians, he decided to travel further east, to areas little visited or understood by the British. Although full of factual details and statistics, the book also pays attention to subjects such as the importance of agriculture in an area little touched as yet by the Industrial Revolution, and Gypsies, who greatly intrigued Bright. An appendix contains ten pieces covering a variety of topics, including the coronation of Joseph I as King of Hungary in 1687, and a comparative vocabulary of Gypsy words.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it