The Terrestrialization of Amphibious Life in a Danube Delta 'Town on Water'
Bibliographic record
Abstract
The Danube Delta town of Vilkovo is often called the ‘Ukrainian Venice’ because of its 40 kilometers of canals. Many of these canals, however, are rapidly filling in with silt and are often impassible by boat. Tourism entrepreneurs and town administrators have begun lobbying for funding for a large-scale canal restoration project and for the town’s designation as a heritage site. Their tourism-development narratives, however, often overlook or simplify a complex set of social and environmental factors that have shaped residents’ past and present relationships with the Danube River. This article counters this tendency by providing an ethnographic portrait of terrestrialization—a term I use to name the confluence of geomorphological, ecological and social change in Vilkovo—that draws on townspeople’s descriptions of their dwelling practices. It combines insights from amphibious anthropology and social science literature on water infrastructure in order to pinpoint issues that need to be addressed in developing the town’s tourist economy, and makes the case for including studies of terrestrialization as part of an amphibious anthropology.
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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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".