Classical to Late Roman Sites at Diros Bay in the Mani Peninsula, Greece
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 article presents a case study based on the results of an archaeological survey conducted between 2011 and 2014 in Diros Bay, southern Lakonia, Greece. This survey, conducted as part of the Diros Project and under the auspices of the Ephorate of Paleo-anthropology and Speleology, was the first systematic, pedestrian survey to be undertaken in the Mani peninsula. Specifically, this article examines two concentrations of ceramic assemblages within the survey boundary that represent secure archaeological evidence for activity in the region from the Greek Classical to the Late Roman period. Together, the macroscopic, petrographic, chemical, and geophysical analyses presented in this article demonstrate the potential that lies in examining small, rural settlements. The goals of the present work are threefold: first, to demonstrate the importance of analyzing pedestrian surface survey finds and in recording the material culture in understudied regions; second, to illustrate the discrepancy between the historical record of classical antiquity and the actual record of occupation in the form of archaeological remains; and third, to emphasize the potential that this region holds for understanding the nature of rural settlements in the ancient Mani peninsula throughout classical antiquity.1
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 | 0.001 | 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 | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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