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
Decolonial scholars call for fashion definitions and perspectives from all cultures, and this article responds to these requests. Numerous theories and positions have inspired and shaped this conceptual model, including valuable insight from First Nations scholars who have explored fashion theories that integrate First Nations philosophies and ontologies. This First Nations fashion, art and style conceptual model explores the practice and outlines the themes of Culture, Expression, and Self-determination. First Nations fashion, art and style, as a term, acknowledges the holistic practice and industry, which includes fashion design, style, and the intersection of art via textiles and garments. The Cultural element within the model explores the continuation of cultural practice through design and dress and how it can contribute to cultural well-being. The Expression element describes contemporary cultural and intersectional identity forms through traditional and modern garments. The Self-determination component explores the autonomy of First Nations fashion practices and how First Nations people self-determine their fashion brands via cultural, financial, and environmental sustainability. This article concludes with recommendations for further theoretical and empirical research on First Nations fashion, art and style.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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