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
Turkish communities living in various geographies of the world have played an important role in every period of history. By the middle of the 10th century, the establishment of the Karakhanid state and its Islamic period started a new era for the Turks. Influenced by this civilization, they used the Arabic alphabet until the first quarter of the 19th century. 20th century Russian Turks had bad results. According to the "Policy of Nationalities", the Soviets divided the geography in the USSR. Stalin implemented the policy of Tsarist Russia to dissolve Turkish communities more quickly and abolished the Arabic alphabet used by Turks with the decisions taken at the 1926 Baku Turkic Congress. After that in 1928, Turkey changed the alphabet and got the same alphabet. The cultural unity among the Turks would be revived but Moscow was hesitating. Without wasting time, USSR brought the Cyrillic alphabet and ultimately, the new generation has cut off contact with each other.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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