Bibliographic record
Abstract
Women play a very important role in human progress and hold an important place in society. The main responsibility of a woman is to protect mankind and the human race. Women at the same time play the role of partner, wife, mother, administrator, teacher, organizer, director, economist, disciplinarian, artist, and queen in the family. This study aims to reveal the efforts of Ūmmahat-ul-Mū’minin for the development of Society. Their life stories motivate and encourage Muslim women to play their significant role in social development. The development of any society is measured by the degree of cultural and social. A society that cares about women and makes them participate in all the things and duties in the society is undoubtedly very advanced. It is concluded that a society that gives women the respect and deals with them as an integrated human, has reached a stage of human awareness. Women have contributed to society's development and shaped nations' futures. Women have an important role in a variety of industries in the increasingly complex social landscape. They are no longer merely harbingers of peace, but are increasingly becoming a source of strength and a sign of progress.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.995 | 0.985 |
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; both teacher heads agree on what is shown here.
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".