Bibliographic record
Abstract
The chosen selection of Canadian short stories – Craig Boyko's "The Baby" and Clea Young's "Split", both published in the Journey Prize Stories 2006, and Zsuzsi Gartner's "Pest Control for DummiesTM", published in the collection All the Anxious Girls on Earth (2000) – deals with the theme of motherhood through various examinations of the personal identities of, mostly, female characters. Namely, this selection explicitly deals with skepticism about prevalent traditions and the diverse body of themes pertaining to what is nowadays known as motherhood studies. The primary focus of the paper is to examine how the culturally constructed concept of motherhood, as inseparable from the concept of womanhood, affects individual female identity. Additionally, the paper investigates how three different authors, incidentally in the same collection of short stories, treat the discourse on motherhood.
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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 | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.043 | 0.018 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".