The Serenissima’s Cretan Swansong: the Loss of Souda (September 1715)
Bibliographic record
Abstract
This article aims to bring forward the events marking the final expulsion of Venice from its last holdings along the northern coast of Crete and most importantly from the fortress-islet of Souda, during the last war between the Republic and the Ottoman Empire (1714-1718). The narrative is based on manuscript source material, dating from the first quarter of the eighteenth century and contains an account and a description of the situation in Souda and its means of defence, on the eve of the Ottoman assault against it.1 It proceeds with a description of the action undertaken by the besiegers, and, also, a description of the harsh conditions inside the fortress. Follow the peace seeking contacts between the besieged and their besiegers and the fortress’s commanders’ disappointment at being left alone by the Venetian navy. The study ends with the articles of the fortress’s surrender to the Ottoman navy and army.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".