Beryl on the Margins: A Memoir of Teaching "Under Disadvantages"
Bibliographic record
Abstract

 
 
 Beryl Curtis (1891–1991) taught elementary schools in marginal mining, milling, and cross- roads agricultural settlements in eastern Ontario, Canada, from 1911 to 1927. In this memoir, I situate her career within the dramatic changes that swept through the occupation of teaching in the first three decades of twentieth-century Ontario. A childhood illness cost Beryl most of her hearing, but she succeeded as a rural teacher, earning the active support and respect of her main school inspector. She excelled in print culture and had a reputation as an “excellent disciplinarian.” She attempted to manage her hearing difficulties by learning to read lips, and she tried to escape backwoods sections. But she was expelled from normal school and refused permanent teaching status. When attendance at a normal school or a college of education be- came a requirement for elementary school teaching in the later 1920s, Beryl was one of many hundreds of rural teachers policed out of the occupation. Her hearing difficulties became a disqualifying disability.
 
 
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".