Bibliographic record
Abstract
The city of Venice was unique in European history: an independent republic that endured for more than one thousand years, from the eighth to the eighteenth century. It was a commercial powerhouse, a laboratory of political systems, an exemplar of social cohesion, a principal contributor (along with Florence and Rome) to the culture of the Renaissance, and above all, an entity severed from the mainland, a creature of the sea, and the single most important intermediary between Europe and the regions of the eastern Mediterranean, especially Byzantine and Islamic countries. The city understood itself as unique, as much as we do, almost from the beginning of its rise to prominence during the twelfth century. In chronicles and treatises, in the arts and literature, and in distinctive civic and religious rituals, its advocates portrayed the city as exceptional in achievement, capacity, and moral stature, constructing what has come to be known as the “myth of Venice.” For these reasons, scholars have returned often to consider again the principal features of the Venetian phenomenon in every century since its rise, resulting in a complex historiographical tradition. This article maps out major resources and categories of investigation for Venice proper, not the larger Veneto region, and confines itself to printed materials, without citing manuscripts.
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.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".