Bibliographic record
Abstract
First published in 1947, In Due Season broke new ground with its fictional representation of women and of Indigenous people. Set during the dustbowl 1930s, this tersely narrated prize-winning novel follows Lina Ashley, a determined solo female homesteader who takes her family from drought-ridden southern Alberta to a new life in the Peace River region. Here her daughter Poppy grows up in a community characterized by harmonious interactions between the local Métis and newly arrived European settlers. Still, there is tension between mother and daughter when Poppy becomes involved with a Métis lover. This novel expands the patriarchal canon of Canadian prairie fiction by depicting the agency of a successful female settler and, as noted by Dorothy Livesay, was “one of the first, if not the first Canadian novel wherein the plight of the Native Indian and the Métis is honestly and painfully recorded.” The afterword by Carole Gerson and Janice Dowson provides substantial information about author Christine van der Mark and situates her under-acknowledged book within the contexts of Canadian social, literary, and publishing history.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.010 | 0.003 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.251 | 0.072 |
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".