Bibliographic record
Abstract
ABSTRACT This article will examine the career of weaver and occupational therapist Mary E. Black (1885–1988) by using her life as a lens through which to explore the intersection of arts and crafts revivalism with occupational therapy in early twentiethcentury northeastern North America. Born in Massachusetts, Black grew up in and was educated in Wolfville, Nova Scotia. She trained as ward's aide in Montreal in 1919 and worked in a string of hospitals and sanitariums throughout the United States and Nova Scotia. Indeed, Black understood her work as an occupational therapist and what she described as “the therapeutics of weaving” to be intertwined. Like many arts and crafts revivalists of her period, Black saw the teaching of skilled craftmaking as a means to generate self-sufficiency, since it provided a way for displaced and injured people to make salable goods in the face of industrialization, war, and inadequate medical care. In Black's case, the utopian social mission of the new professional field of occupational therapy provided just the institutional means to disseminate the remunerative qualities of craftwork on a broad scale.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.014 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.046 | 0.011 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".