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
<JATS1:p>As climate change, war, social injustice, gender and racial inequality, unchecked technology and exploitative capitalism remain urgent issues, the worldwide craft community has responded in notable ways. In this follow-up toCraft is Political(Bloomsbury, 2021), D Wood and contributors demonstrate how global circumstances have given rise to additional craft scholarship that further interrogates the political agency of craft.With extensive global focus, this book features twenty-two essays on craft and politics that transcend the familiar Euro-American canon and demonstrate change through craft. Particular attention is brought to the Global South with authors writing about Brazil, Chile, India, Laos, Malaysia, Morocco, Nigeria and Thailand. Chapters look at the erasure of Moroccan women weavers’ stories and digital archiving of Black craftspeople in the USA. They explore pottery and eel pots critical to the identity of Virginian Indian tribes, and women’s roles in Nigeria as depicted in ceramic art. One author reveals the revival of traditional practices in Laos, and another the increasing recognition of previously-maligned Sami people of Sweden. Essays also explore craft sustainment in Finland, hand loom weaving in colonial north India, women’s craft organizations in Northern Ireland and an Australian textile artist’s exhibition devoted to climate change grief. Craft by LGBTQ artists from Malaysia and Canada is included. The mix of essays is topical, enlightening and intended to be provocative of the political agency of craft.</JATS1:p>
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.018 | 0.001 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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