Bibliographic record
Abstract
A Liberal-Labour Lady restores British Columbia’s first female MLA and the British Empire’s first female cabinet minister to history. An imperial settler, liberal-labour activist, and mainstream suffragist, Mary Ellen Smith (1863–1933) demanded a fair deal for “deserving” British women and men in the late nineteenth and early twentieth centuries. Born in England in 1863, the daughter and wife of miners, she emigrated to Nanaimo, BC, in 1892. As she became a well-known suffragist and her husband Ralph won provincial and federal elections, the power couple strove to shift Liberal parties leftward to benefit women and workers, while still embracing global assumptions of British racial superiority and bourgeois feminism’s privileging of white women. Ralph’s 1917 death launched Mary Ellen as a candidate in a tumultuous 1918 Vancouver by-election. In the BC legislature until 1928, Smith campaigned for better wages, pensions, and greater justice, even as she endorsed anti-Asian, settler, and pro-eugenic policies. Simultaneously intrepid and flawed, Mary Ellen Smith is revealed to be a key figure in early Canada’s compromised struggle for greater justice.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.006 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.025 | 0.007 |
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".