Mary Ann Shadd Cary and Kit Coleman: The Shifting Public Memory of Canadian Female Journalism
Bibliographic record
Abstract
Susa Young Gates Award Essay Honorable Mention On June 30, 1855, Mary Ann Shadd Cary, a free black woman from a prominent black family and editor of The Provincial Freeman (a black abolitionist newspaper printed in Chatham, Ontario, Canada) wrote the following to identify her own achievements in journalism: “To colored women, we have a word—we have broken the Editorial ice, whether willingly or not, for your class in America, so go to Editing as many of you as are willing and able.” Shadd Cary did indeed break the “Editorial ice” as the first black female newspaper editor in both Canada and the United States. Despite her significant contributions to the history of the Canadian press, it would be another woman—almost 50 years later—who would be heralded as Canada’s first female editor. This distinction would be claimed by Kathleen (Kit) Coleman, an Irish immigrant who came to Toronto, Canada at the end of the nineteenth century. Writing for The Mail and Empire’s “Women’s Kingdom” column from 1889 to 1898, Coleman was recognized as one of the most popular female journalists of her time. Mary Ann Shadd Cary would claim her rightful place in Canadian public memory alongside Kit Coleman—but not until 1970.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.060 | 0.021 |
| Scholarly communication | 0.016 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 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".