Roman and Early Byzantine evidence from the area of Palamas
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
This paper presents preliminary results of the Palamas Archaeological Project relating to the Late Roman and Early Byzantine periods in the study area in western Thessaly, Greece. These periods are comparatively understudied in Thessaly, and the aim of this work is to highlight the extent of the material and the potential of investigating the archaeology of Late Antiquity in the region. The work was centred on excavations and survey at the site at Vlochos, alongside architectural survey at the neighbouring site on Kourtikiano hill. The paper also presents studies into Late Roman and Early Byzantine material found during cleaning at Vlochos. Additionally, an unpublished inscription spoliated in a church in nearby Palamas is presented. The results show a dynamic and detailed range of Late Antique activity in the area, adding significantly to our understanding of the post-Classical habitations on the western Thessalian plain.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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