Bibliographic record
Abstract
Khalil Sarkis (1842–1915) was an eminent figure in late Ottoman Beirut and an important contributor to the nahḍa , the Arab literary-cultural “awakening” that began in the latter part of the 19th century. Less known to Western scholarship than Butrus al-Bustani, Faris al-Shidyaq, or Jurji Zaydan, he is not usually regarded as a pillar of that awakening. He may not have been, but he certainly was an indispensable brick in its edifice. Born in 1842, when the most exciting changes were still in the future, Sarkis spent all his life in the service of his country's cultural betterment. He is mostly remembered for his newspaper, Lisan al-Hal , which was launched in 1877 and for many decades was one of the most credible Arabic organs. More than a journalist, however, Sarkis was a pioneering printer, a prolific publisher, and the author of nine books. In the last quarter of the 19th century he built one of Beirut's largest printing businesses, which turned out several journals, hundreds of books, and numerous publications. In the 19th-century Middle East, being a printer often meant being a publisher; Khalil Sarkis was both on a grand scale.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.163 | 0.072 |
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".