“Moral Fibre: Women’s Fashion and the Free Cotton Movement, 1830-1860”
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
Women played a vital role in the American and British antislavery movements of the nineteenth century. Among other strategies, American women’s efforts included boycotting slave-produced goods and selling luxury items to raise money for the cause. Complicated by the nation’s diverse religious landscape, popular attitudes toward dress rendered some forms of consumer advocacy more effective than others. Fashionable antislavery fairs provided significant financial support for political campaigns. Meanwhile, Quaker Christians and some evangelical groups, which valued plain dress, promoted abstention from all slave- produced goods and the genesis of an alternative free-labour cotton trade. Unlike the famous British boycotts of slave- produced sugar, American textile boycotts gained little support. This paper examines how the tension between American fashion and antifashion influenced the rise and fall of the free cotton movement.
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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 | 0.001 |
| 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