Bibliographic record
Abstract
Literary production in Victorian Canada was shaped by challenges related to the predicament of culture in a settler colony, including the use of imported language and forms and the difficulty of staking claims to literature's rootedness or cultural distinctiveness. It was also shaped by conditions that dictated the transnational context of publication and readership: the lack of copyright protection for locally published books and, towards the end of the century, the dominance of American mass‐market culture. Mid‐century prose documented the great wave of immigration from the British Isles in descriptive sketches, life writing, and advice to prospective emigrants. In fiction the favored genres were historical romance and local color given the urgency of the need to supply Canada with a heroic past and with evidence of cultural particularity. Allegories of courtship and marriage adjudicated questions of cultural identity following the political absorption of French into English Canada. French Canada was incorporated as the premodern, mythic past of the new English‐speaking Dominion in historical romances. Indigenous characters appeared in the literature as the representatives of civilization in a primitive stage, although elements of their cultures were occasionally borrowed in the conscious myth‐making of Euro‐Canadians. The realist animal story is a notable departure from the rule of romance in fiction. In poetry, the period sees a transition from abstract patriotism and the enthusiastic conquering of nature to lyrics seeking reconciliation with nature and displaying a new sharpness of imagery.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.011 |
| Science and technology studies | 0.013 | 0.003 |
| Scholarly communication | 0.014 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.247 | 0.078 |
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".