The Exploration of Ancient Stymphalos, 1982-2002
Bibliographic record
Abstract
From 1982-84 the Canadian Archaeological Institute at Athens and the University of British Columbia in collaboration with the Archaeological Society of Athens carried out topographical and geophysical surveys of the site of ancient Stymphalos; the work revealed an orthogonally planned city of the late classical period under farmers' fields. Since 1994 the University of British Columbia has excavated a number of different sites around the city, revealing houses, roads, a sanctuary with an archaic kore statue, fortifications, theatre seating and a Hellenistic stage building, several unidentified structures, and five small, early Christian cemeteries. The work has added considerably to our knowledge of the history of the city, uncovering, for example, Mycenaean pottery, an Augustan Roman resettlement possibly after the destruction by Mummius in 146 B.C., as well as five small cemeteries from an early Byzantine community.
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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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.001 |
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".