Joyce Aster fonds, 1976-1984, n.d.
Bibliographic record
Abstract
Estelle Cuffe Hawley (1894-1995) was an educator, businesswoman and politician, who became the first woman alderman on the St. Catharines City Council. She began her career as a teacher in Peterborough in 1913, and later taught in St. Catharines at Connaught School and St. Paul’s Ward School, where she served as Principal for six years. This would be Estelle’s last year in the teaching profession. She moved back to St. Catharines in 1930 and began a career in business, as an employee of Sun Life Assurance Co. She remained in this profession until around 1952. It was during this period that she became very active in the community and local politics. In 1934 she was elected to the St. Catharines Board of Education and the following year she became the first woman elected to the St. Catharines City Council. She established comprehensive health services (including medical, dental and nursing), in the public, separate and secondary schools of St. Catharines, the first program of its kind in Canada. She remained a member of City Council until 1943. The following year she campaigned unsuccessfully for the mayoralty. In 1953 she married Hubert Hawley and moved to Orillia. She continued to remain active in the community, serving as President of the Ontario Recreation Association from 1950-1953, and editor of their Bulletin from 1955-1961. During the 1960s, she worked with various groups, including the Voice of Women, the Mental Health Association and the Freedom from Hunger Campaign. In 1976, Brock University conferred an honorary Doctor of Law degree to Estelle for her leadership as an educator, businesswoman and a stateswoman. Her husband Hubert died that same year, and Estelle subsequently moved to Mississauga. With the assistance of an Ontario Heritage Foundation grant, she began work on her memoir. She later moved back to Orillia and died there in 1995, at the age of 101.
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 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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.270 | 0.085 |
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".