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 1992 Claire Lyons published an article on the collection of c. 400 vases owned by Felice Maria Mastrilli, a Neapolitan collector of the first half of the eighteenth century: here she identified some of Mastrilli’s vases with pieces now in museums in London, Paris, Stockholm and Toronto. Her detailed study of the manuscript catalogue of the Mastrilli collection included illustrations of two vases given as ‘location unknown’, but new research has allowed us to identify not only these but other items from the catalogue in three Russian institutions and in the Ukraine. This article assesses these vases and their identification, providing also details of their later owners – isolated examples of early Russian collectors of ancient ceramics; it also discusses the rare surviving restoration and overpainting on three vases, executed while they were in Mastrilli’s possession. In addition to the images reproduced in the text, an online appendix illustrates further vases which are the subject of this essay.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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