Булевтерионът на Serdica – за пореден (вероятно не последен) път: The bouleuterion of Serdica – for yet another (probably not the last) time
Bibliographic record
Abstract
The bouleuterion is the main edifice in the complex of any ancient city square (agora/forum). The bouleuterion of Serdica is the only studied and definitely identified edifice in the complex of the local central square. Its chronology and characteristics have been debated by various researchers. The construction of its known edifice can be attributed to the last quarter of the 2nd c. AD. It was erected on top of an earlier building, probably with the same purpose. The known edifice was substantially reconstructed at the end of the 3rd c. AD. Its use as a bouleuterion has ended in the period between the end of the 4th and the middle of the 5th c. AD The poorly preserved remains and the extreme circumstances of their study in the 1950s are the reasons why almost all basic questions about their characterization today can be answered in the form of probabilities, as hypotheses. Although hypothetical, our analysis should be based on the facts and documentation available in the primary publication, following an objective, but also correct attitude towards them.
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 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 | 0.023 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.006 |
| Science and technology studies | 0.004 | 0.013 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.029 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.022 |
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; both teacher heads agree on what is shown here.
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".