Bibliographic record
Abstract
My research deals with the post-Yugoslav world of a group of young female engineers in the city of Skopje, Republic of Macedonia.Having grown up in socialist Yugoslavia, these women entered university at the end of the eighties, studying in a predominantly male engineering faculty.Strong women, they embraced Western pop culture, giving Madonna and Beverly Hills 90210 a very new reading.However, the political changes in their country with the externally-imposed construction of post-socialism stifled their feminism (quite different from their mothers' and grandmothers' "liberation" through socialism) into submission towards the "fight against patriarchy" supposedly represented by their past.With this, their past was constructed as the past of their parents and grandparents; that their past derived from a post-Tito Yugoslavia, deriving from a different historicity, was overlooked.Their feminism was based on embracing their sexuality and their bodies.In the political turmoil that ensued, it was their sexuality and their bodies that were subject to the outside changes of Macedonia as a country.Pressed into the universality of womanhood, my informants experienced "the liberation of women" through Western countries as oppression rather than liberation.My research demonstrates the dangers of assuming the validity of a universal "feminism" based on the overthrow of patriarchy.It offers an example of a feminism outside North-American-Western European realms and how it was changed by the so-called liberation of socialist countries towards democracy, equality and liberal market economy using concepts such as gender, sexuality and feminism.
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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 | 0.000 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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".