Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The article analyzes the gender perspective, which is decisive and relevant to modern society. It is proposed to review the historical feminist and philosophical concepts and emphasizes the need to rethink the role of women in culture and society. The concept of «sex» and «gender» is sometimes used as synonyms, although majority of researchers distinguish between them. The first biological means, the second – the social and cultural characteristics of individuals differentiation by sex. Socio-cultural norms provide psychological qualities, behaviors, profession of women and men. Being of man or a woman in society is not just to have different anatomical features, but realization of gender roles. Masculinity and feminity - the two main categories of gender studies that generalize regulatory submission and installation what should be and the need to engage men and women in a particular society in a certain era. The masculine gender role attributes to men to be dominant, aggressive, career-oriented, more successful in technical sciences. Women, however, should be weak, dependent, soft, successful in the humanities and more emotional. Nowadays, scientists have concluded that sex is not limited to psychological consciousness itself as the representative of a particular sex or manifestation of masculinity and femininity. Recently, there are models in which gender identity as a set of factors (gender attitudes, behaviors correlated with gender, interests, physical attributes), which generally define their own gender identity of the individual. The imagery of texts of thinkers of the twentieth century allows to understand feminist philosophy as early childhood longing for what is perceived as a lost paradise, a utopian place that model relationships in a patriarchal society does not accept. The feminism, which is aimed at weakening the dominant patriarchal culture, looking for new ways to change the world, can be interpreted as the individual or cultural memory which keeps alive the utopian image of childhood. At the end of XX century to the science in Western European countries, the USA and Canada is another interesting phenomenon is also associated with feminist movement, namely gender studies. At the end of XX century to the science in Western European countries, the USA and Canada entered phenomenon is also associated with feminist movement, namely gender studies. Gender mainstreaming, gender studies, theory queer, gender in feminism, genderism as a particular movements are highlighted
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it