A stumpwork mirror in the collection of the Medeiros e Almeida House-Museum – descriptive and iconographical analyses
Bibliographic record
Abstract
The aim of this paper is to analyze a work of art belonging to the collection of textiles of the Medeiros e Almeida House-Museum collection. It is a wall mirror of English production, with an embroidery frame, made in the third quarter of the 17th century, whose decoration includes a depiction of King Charles II and Queen Catherine of Braganza. The originality of this piece consists in the type of needlework, called stumpwork, that it is the result of the combination of both direct and applied embroidery on pads, creating a relief effect. Produced with a wide variety of techniques and materials, the stumpwork was produced during the 17th century. In order to understand and contextualize the work of art, aspects such as the period and the reasons that gave birth to this curious kind of work, the techniques and materials used, the themes addressed and the respective iconographic sources were approached.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".