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
Abstract Since 1995, the ancient city of Kibyra, situated in southwestern Turkey, has been investigated through historical, epigraphic and archaeological surveys. During the ceramic survey, an area inside the city was found where vessels with identical characteristics of surface and fabric were observed. This area is located in the northwestern part of the city close to the theatre. Together with numerous misfired pieces, these vessel fragments are suggestive of a potters' quarter. Based on historical evidence and ceramic comparisons, pottery production in Kibyra can be dated between the late Hellenistic and early Byzantine periods. Not only are the potters' quarter itself and the forms and types produced there of interest, but they also widen our knowledge of different ceramic production centres in the region of ancient Asia Minor. With the help of this material, archaeologists working on other sites will be able to recognise Kibyran pottery and provide us with information about trade connections between Kibyra and other regions.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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