Migrants, Refugees and Higher Education 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
Higher Education Challenges for Migrant and Refugee Students in a Global World informs readers of theory, policy and practice of refugee and migrant equitable access to higher education, especially indicating how policy makers, educational leaders and practitioners can support refugees, asylum seekers, and other migrants’ inclusion in higher education institutions in the global world. The chapters composing each section of this book constitute a compilation of research addressing experience relating to the overwhelming flow of refugee and asylum seekers in various higher education systems. There are 41 contributors located in 12 countries (Austria, Canada, Czechia, Germany, Holland, Iceland, Israel, Italy, Kenya, Palestine, Turkey and the United States) who deal with the topics of refugees and immigrants in higher education in different world regions, including Africa, the Middle East, Europe and North America.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.019 |
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