A Tale of Two Women: Edith Lucas, Mary Ashworth, and the Changing Nature of Educational Policy in British Columbia, 1937-1977
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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 it