Prehistoric Laconia: A Note on the Location of the Site of Souroukla
Bibliographic record
Abstract
In 1921, Carl Biegen found Mycenaean and other ancient sherds at a site then named Souroukla, near Skala in Laconia. William Coulson and others have mistakenly assumed that Souroukla is to be identified as Ayios Stephanos, the important site surveyed by the author in 1956 and later excavated by the British School under Lord William Taylour. The author here reveals that the true identity of Souroukla is the site of Skala: Ayios Nikolaos. To 1921 ο Carl Biegen εντόπνσε μυκηναϊκά και άλλα αρχαία όστρακα στην τότε ονομαζόμενη θέση Σουρούκλα, κοντά στη Σκάλα Λακωνίας. Ο William Coulson και άλλοι μελετητές λανθασμένα υπέτεσαν ότι η θέση Σουρούκλα πρέπει να ταυτιστεί με τον Άγιο Στέφανο, μία σημαντική θέση, την οποία ερεύνησε επιφανειακά ο γράφων το 1955 και αργότερα ανεσκάφη από την Βρετανική Σχολή υπό τη διεύθυνση του Λόρδου William Taylour. Ο γράφων δείκνει στο παρόν άρθρο την ταύτιση της Σουρούκλας με τη θέση Σκάλα: Άγιος Νικόλαος.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".