The Impact of GCR on Local Governments and Syrian Refugees in Turkey
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract In the last couple of years, more than 3.6 million Syrian refugees have been hosted under the “temporary protection” scheme in Turkey. Despite these high numbers Turkey did not have a centralized refugee settlement and integration policy. As a result, various stakeholders including local governments have played critical roles in providing refugee assistance services. This research looks at the role of local governments in delivering services evolving from emergency response to local integration. This article argues that this role with respect to the United Nations’ Global Compact on Refugees (GCR) has to be further strengthened. The data for this research were collected through a comprehensive study based on interviews and surveys carried out in İstanbul with local authorities, İstanbul Metropolitan Municipality, and its 39 district municipalities in 2016‐2017. Although this research has its focus on İstanbul as the selected case study, the findings can reveal conclusions relevant to global implications and perspectives.
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.
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 it