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 ghazal is an Eastern poetic form, which is extremely popular all over world in present. The ghazal is known as a structured poem traditionally confined to the Islamic world, and the Indian Sub-continent, where it developed and got matured. It is written as a lyrical verse, which literally means ‘talking to women’. The romantic longing for a woman, Sufi-mysticism and wine have been the popular themes of the ghazal from. Such major themes have been dealt over the centuries by the great poets such as Attar, Rumi and Hafiz in the Farsi; Ibn- al –Farid in Arabic, and Ghalib and Faiz in Urdu. Later it became successful in carving out a place in the Western countries as Spain, Germany, America, Canada, England, Australia, etc. The present paper will try to access and trace the journey of this poetic form from the eastern countries to the English speaking world.
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 | 0.007 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it