The Polyptych Methodology and New Histories in Art Education: Charting a Legacy of Stories From Central Technical School, 1896–2014
Bibliographic record
Abstract
Abstract The art education program at Central Technical School (CTS) in Toronto, Canada, is so vast in terms of longevity and curriculum that it will never be documented in its totality. My research on this institution of applied and fine art does not provide a definitive story of the past, but a reflexive history self consciously produced: selected, ordered, and interpreted to make sense of the oral histories, archival sources, and material culture of students and teachers viewed through a postmodern lens. In the following invited article, I have not attempted to summarize my qualitative dissertation; instead, I peel back the layers of stories that form my program of research to focus in on the theoretical and methodological foundations supporting my new history of art education.
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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 | 0.009 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.007 | 0.009 |
| Science and technology studies | 0.025 | 0.054 |
| Scholarly communication | 0.014 | 0.007 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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".