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
Marriage is the basic unit of a human society. It is a social institution in which a male and a female both are bound to live together while having their own domains of rights and responsibilities. According to Islam “Marriage” is a religious duty, a moral safeguard and a social commitment .Married life cannot be considered without conflicts and these conflicts can differ according to nature and intensity of the issues. Sometimes the main reason behind these disputes are just the ignorance and negligence from the provisions of marriage contract .So if these rules are provisions are known and applied, then family system is upright and its structure remains coherent. Likewise was the house of Prophet Muhammad PBUH. He was best among the human being and was innocent but His wives were not among the angels. So if some dispute occurred he was used to resolve it from his God gifted wisdom and understanding. In this article some of his Prophetic ways and techniques are discussed to resolve the domestic conflicts.
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) | 0.994 | 0.971 |
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