Strategies of Emancipation in Contemporary Polish Literature: AffectiveAutofiction in Women’s Writing
Bibliographic record
Abstract
The objective of this article is to provide an analysis of literature written by women in Poland duringthe fi rst quarter of the twenty-fi rst century. The author’s aim was to explore few selected literarytheories that most accurately refl ect on women’s history of literature. The discussion combinethe concepts of feminist new materialism, the affective turn, and theories of nomadic subjectivity.Author examines the interrelations of those theories as well as their impact on the interpretationof Polish contemporary prose. This overview is further complemented by refl ections on women’sautobiographical writing and controversial term „women’s literature”. The author identifi es worksin which all identifi ed tendencies are evident, especially in their themes, narrative strategies andmetaphorical frameworks. The books are results of the long-standing social and literary practicesof several generations of women writers and scholars and are used as tools for the broader feministdiscourse.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.007 | 0.019 |
| Scholarly communication | 0.012 | 0.006 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".