Re-fashioning Industrial Revolution. Fibres, fashion and technical innovation in British cotton textiles, 1600-1780
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
The early years of the British Industrial Revolution were dominated by mechanical innovations in cotton spinning. They emerged at a time when raw cotton prices were unprecedentedly high and the supply of all-cotton fabrics from India, the world’s principal producer of cotton textiles, had contracted dramatically. Most «cotton» textiles manufactured in Britain in the mid-18th century were combinations of expensive cotton yarn and cheap linen yarn. Faced with rising material costs, manufacturers economised by increasing the proportion of cheaper linen yarn. The most fashionable cotton products were, however, made entirely from cotton, or required a fixed proportion of cotton yarn. As the cost of cotton rose, their rapidly rising sales provided the principal inducement to improve quality and cut costs by inventing machines for spinning cotton yarn.
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) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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