Bibliographic record
Abstract
Şanlıurfa, one of the most developed cities of the Southeastern Anatolia Region, is adjacent to Diyarbakır in the northeast, Adıyaman in the northwest, Syria in the south, Mardin in the east and Gaziantep in the west.Dating back to the Paleolithic period, Şanlıurfa has gained an important place with the recent excavations in terms of world history and art.In history, Şanlıurfa is one of the oldest settlements of the region, which was called the Mesopotamia.The excavations in Göbekli Tepe, located in the village of Örencik that is close to the city center of the region, which has hosted many civilizations throughout the ages, resulted in the rewriting of the history, art, social and cultural history of the mankind.The architectural structures, which were excavated in Göbekli tepe and dated back to 10000 B.C. by the researchers, have turned out to be important discoveries in terms of architecture and history of art.Therefore, with the idea that all works carried out in such an important region would be valuable, a group of coins belonging to the Artuqid period in the Şanlıurfa Museum were introduced and interpreted in terms of art history.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.036 | 0.007 |
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".