A voice of one's own: the construction of identity and gender in Margaret Laurence's "Manawaka cycle" texts
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
Margaret Laurence (1926-87) has been called "Canada's most successful novelist,"l "the most significant creative writer in Canadian literature,"2 as well as "the most renowned writer in Canadian literary history."3 A bearer of the distinguished Molson Prize, and of the Governor General Award twice,4 a Nobel Prize in Literature nominee in 1982,5 a receiver of a number of honorary doctorates from prestigious Canadian universities, and a Companion of the Order of Canada,6 she played a key role in establishing the canon of the newly emergent Canadian literature and placing it on the global literary map. As Kristjana Gunnars argues, Laurence "has been a founding mother of Canadian literature. She has given voice to the Manitoba prairie. She has raised the value of all sectors of society by showing the full humanity of the most neglected and forgotten among us. From her example, we have learned the value of Canadian literature and culture; the importance of art to that culture; the necessity of honesty in a dangerous time in history; the truth of fiction and poetry."?
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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