Sa‘di and Shakespeare: A Comparative Study of Some Common Themes
Bibliographic record
Abstract
This paper aims at showing that although the two great world poets Muslih al-Din Sa‘di (c.1184-1291) and William Shakespeare (1564-1616) hailed from far different historical eras and cultures and were the product of separate religious and social environments, in their basic ideas and ideals they shared so much in common that they seemed to be coming from the same realm of thoughts. To demonstrate this, we have narrowed down the subject of our study to a thematic comparison of key subjects that these two genius poets shared in common, concentrating on certain general topics that were beloved of both writers, viz. music, co-mpensation theory, love, the dignity of man and the immortality of the soul. In this manner, we hope to demonstrate how both poets acted as universal mirrors reflecting our common human nature and shared similar if not virtually identical ideas regarding basic issues of humanity.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.012 | 0.016 |
| Science and technology studies | 0.027 | 0.027 |
| Scholarly communication | 0.010 | 0.010 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".