Kol Isha : Malka Zipora’s Lekhaim as the Voice of the Hasidic Woman in Quebec
Bibliographic record
Abstract
Over the last quarter century, tensions in Quebec have run high between Hasids and their francophone Québécois neighbors over the question of “reasonable accommodation” of the nonmainstream ethnic group. There is much ignorance about the insular Hasidic communities, and fear by the modern, egalitarian province that Hasidic women are being oppressed. Several francophone writers have exploited this ignorance and fear for their fiction, and their stories of Hasids often appeal through sensationalism (e.g., tales of forbidden love). Malka Zipora, however, entered the fray in 2007 through the mundane: writing as a “Hasidic mom,” she suggests, in her short story collection, Lekhaim!: Chroniques de la vie hassidique à Montréal , that her life, and the lives of her peers, are little different from those of other women, moms, Canadians struggling with brutal winters. Through her universalizing literary bridge, Zipora persuades her readers to rethink positions on fraught issues like the legality of succahs, while also giving voice and agency to Hasidic women, altering their popular perception.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.034 | 0.009 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".