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
In the age of Jahiliyyah, the women were deprived of all their rights and were considered as a go head over heels thing in the society, but when Islam appeared, it not only gave women a high position but also gave them all the rights like men. Like a man, a woman was also given the right of ownership, the right of acquisition, economic and financial rights, and among these economic and financial rights, she gave the right of inheritance, in such a way that the share of the man was determined by making the woman's share the basis. It is a privilege that no other religion has given except Islam. Considering Islamic teachings and Pakistani laws and constitution; we have researched the society of Bannu district (which is a Pashtun society). And came to the results that, the practical situation of our society is also sad and based on oppression. Very cruel factors and pretexts are used to deprive the women. As a Muslim nation, we have turned our backs on this precious and privileged legal right of Islam, which Allah Almighty has declared as Hududullah.
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 | 0.000 | 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) | 0.991 | 0.955 |
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