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
The books of Margaret Laurence and Gabrielle Roy are among the most beloved in Canadian literature. In 1976, when both were at the height of their careers, they began a seven-year written correspondence. Laurence had just published her widely acclaimed The Diviners, for which she won her second Governor-General’s Award, and Roy had returned to the centre of the literary stage with a series of books that many critics now consider her richest and most mature works. Although both women had been born and raised in Manitoba — Laurence in Neepawa and Roy in St. Boniface — they met only once, in 1978 at a conference in Calgary. As these letters reveal, their prairie background created a common understanding of place and culture that bridged the differences of age and language. Here Laurence and Roy discuss everything from their own and each other’s writing, to Canadian politics, housekeeping, publishing, and their love of nature. With a thoughtful introduction by Paul G. Socken, these lovely and intimate letters record the moving, affectionate friendship between two remarkable women.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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