Bibliographic record
Abstract
This paper explores the socio-economic and cultural transitions of Bozcaada, a small Turkish island in northern Aegean Sea, with a focus on seasonal changes. The local economy of the island has shifted from small-scale viniculture to domestic tourism over the last three decades. Currently, the local economy became dominated by domestic tourism businesses. Alongside this major change, the socio-cultural structure of the island has started to change with in-migration of middle-class urbanites. Although tourism enabled the local population to remain in the location in the light of the downfall of small-scale agricultural practices, it also brought about an unusual pattern of seasonal migration: temporary out migration of the static residents. Almost three quarter of the registered population on Bozcaada move to city centres in winter which is off-season for the local tourism. This not on only interrupts the socio-economic and socio-cultural life of the island but also put the local services in danger.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".