Zema and Peter Haworth: A double-jointed biography from the history of art education
Bibliographic record
Abstract
Abstract In this double-jointed biography, the author narrates the tandem tale of two parallel lives that directly contributed to the art community in Toronto, Canada, for generations. Each of these two great Canadians dedicated over 30 years to the instruction of visual art education at Central Technical School (CTS) and their lasting legacy has produced some of Canada’s most celebrated artists. Zema (Bobs) Haworth and Peter Haworth immigrated to Canada from England in the early 1920s and developed into successful artists, advocates, educators and socialites whose lives were inextricably intertwined with the larger institutional history of the Art Department at CTS. Tracing Zema’s and Peter’s lives through archival research, published memoirs and interviews, photos, and other personal documents, the author explores how this couple embodied the ideal of the artist-teacher and contributed to the visual arts at both the local and national levels.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.017 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".