Presentation at Sotheby's institute resulting from Decorative Arts Society funded research trip to Hungary
Bibliographic record
Abstract
In May 2018 I was awarded a bursary to join the Decorative Arts Society on their research trip to Hungary. After carrying out PhD research into applied arts, crafts and notions of national identity in Communist Czechoslovakia, I wished to expand my understanding to neighbouring Central and Eastern European countries with an eye to extending research in the field.On the 10th November 2018, I was given the opportunity to present at the Sotheby’s Institute on a selection of objects and sites that we visited. These included Ödön Lechner’s Geological Institute (1896–99), the Fasori Reformed Church (1911-13), by architect Aladá Àrkay, the Schiffer Villa, the Miksa Róth Memorial House (all in Budapest), the 1907 New Synagogue in Szeged, Gödöllő Artists’ Colony and the large collections of Zsolnay porcelain, both in in the town museum and the factory quarter in Pécs.My full report is published in the Decorative Arts Society Summer 2018 Newsletter.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.228 | 0.036 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".