Mary Leslie: The Journey of A Lost Canadian Author
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
This paper examines the life of a Canadian writer of the late nineteenth and early twentieth centuries named Mary Leslie who experienced moderate success as an author. Despite her numerous efforts to write and publish stories, she failed to gain a public readership and was almost entirely forgotten by history. Her single novel is impossible to find and is ignored by both literary and Canadian historians alike in spite of its unique depiction of mid-nineteenth century rural Ontario and its unconventional perspective of class, gender, and romance of her time. This paper follows Leslie’s transatlantic journey within the literary world to provide a perspective on the experiences of Canadian women, their barriers, and areas of opportunity that could have afforded them success. By drawing heavily on the analysis of archival material, including correspondence, financial records, published and unpublished manuscripts, a vibrant woman with a passion for storytelling is revealed.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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