Crests on Cotton: “Souvenir” T‐Shirts and the Materiality of Remembrance Among the Kwakwaka'wakw of British Columbia
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
Abstract This essay examines the production and circulation of printed T‐shirts as “souvenirs” within Kwakw a k a 'wakw (Kwakiutl) communities in British Columbia. Like button blankets in larger Northwest Coast cultures of visual display, such shirts are unique material forms that facilitate individual memories for specific events, collective family and village commemorations, and flexible affiliations at varying levels of identification. Drawing anthropological attention to the materiality of clothing as it mediates social relations, I address a mundane—if hallmark—form of modernity as it is indigenized within a micro‐economy of First Nations gift exchanges, fund‐raisers, and thrift stores, where it visually enables both the remembrance of local events and the re‐membering of social groups.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.040 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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