Bibliographic record
Abstract
Womanhood has been a topic of concern since the existence of society, the definition and prospect of which has been changing from time to time as per the changing society. Feminism and womanhood have been in limelight since the first wave of feminism in 1848. At that time, womanhood was said to have four major attributes: purity, piety, submissiveness and domesticity. However, with the development of society, and eventually with literacy and development of women, these four attributes changed in the modern period. The women of today are no longer naïve and submissive but are rather courageous and competing to be self-sufficient. They are emerging as much stronger personality physically, mentally, emotionally and economically in all spheres of life. Such womanhood has been redefined in the works of Preeti Shenoy which has been studied comprehensively and comparatively in the present research work. The prime focus of the present research work is to trace the attributes of womanhood in the present-day society through the pages of Preeti Shenoy.
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.
How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".