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
In the seventeenth century, Holland and the allied provinces of the northern Netherlands won final independence from their Spanish overlords and formed a worldwide economic empire. Dutch ships dominated the seas from the Caribbean to Japan and reconnoitred the coasts of Australia and New Zealand. Dutch society was cosmopolitan and supported great painters, philosophers and scientists. In these astonishing years, the physician Nicolaes Tulp [1593-1674] practised medicine in Amsterdam and, in 1641, published a book of his medical observations. This book ran into many editions; the Cowlishaw collection contains one of the last, dated 1716. Tulp is best known as the chief figure in a famous painting by Rembrandt, but his book has been studied by medical historians as a source of early descriptions of cranial surgery, spina bifida, vesical calculi, beriberi and many other conditions. The book is also a mirror of Dutch society in a great period in European history.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it