Llamas are the new unicorns: Craft as competition television
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
‘Making’ and crafting have been transformed into a reality TV competition, hosted by celebrities, with promotional tie-ins to other media and cultural products. As such, shows like Making It, Craft Wars , and Ellen’s Design Challenge define ‘craft’ according to particular logics familiar to reality TV programming, which highlight making as a competition in which contestants vie for cash prizes and honorific titles engaging with particular gendered logics of neoliberal markets and histories of ‘craft’. This article examines three craft TV shows to interrogate the nexus of craft and reality television and consider unstable and shifting meanings of these cultural phenomena. Craft, handmade and DIY invoke various competing politics; when imported into a reality TV context, craft continues to bring into play messy contradictions reflective of broader social anxieties and political economic climates.
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