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
This paper examines contemporary needlework on vintage handkerchiefs, identifying a new genre of feminist needlework and considering the ways in which these works reveal the possibility of a feminist nostalgia. These works complicate the dichotomy between simple embrace or disavowal of the value of historical needlework, both of which rely on the essentialized connection between needlework and normative femininity. Looking to the work of Leslee Nelson, Joetta Maue, Allison Manch, and Ke-Sook Lee, I argue that the materiality and history of the handkerchief form render it a mediating object, one that enables an affective and physical engagement with an unwritten archive of women’s labours and sentiments. The handkerchief provides contemporary needleworkers with a way of exploring the feminine legacy of embroidery in new ways, as the handkerchief form evokes its historical relationships with remembrance, exchange, coded communication, sexuality, embodiment, and the regulation and subversion of gendered norms. Through the medium of the handkerchief and process of embroidery, these makers engage with femininity as a historical substance, something repeated in performance and sedimented in material objects and gestures, and as an archive they can intervene upon and find themselves in relationship with.
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) | 0.010 | 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