A Tale of Two Women: Edith Lucas, Mary Ashworth, and the Changing Nature of Educational Policy in British Columbia, 1937-1977
Bibliographic record
Abstract
Both Edith Lucas and Mary Ashworth were instrumental in the lives of minority learners in British Columbia between 1937 and 1988. Although their goals were similar, their professional experiences could not have been more different. Unbridled by the dictates of elected politicians from 1937 to 1963, Lucas provided teachers and students with the necessary resources and services to meet their educational needs directly. Conversely, from 1968 until the late 1970s, Ashworth spent as much of her time lobbying elected officials for adequate resources as she did working with English-as-a-second-language teachers. The professional lives of Edith Lucas and Mary Ashworth illustrate the profound shifts in educational governance and social thought — and their aftermath — that occurred in British Columbia, as elsewhere in North America, from the late 1960s onward.
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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 | 0.002 |
| Science and technology studies | 0.040 | 0.012 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".