A Remaining Hope for Durable Solutions: Local Integration of Refugees and Their Hosts in the Case of Uganda
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
The protracted nature of conflicts in countries of the global South means that return to home countries for many refugees is increasingly delayed. At the same time, global terrorism and concerns about security have slowed processes of resettlement in countries of the North. Local integration to host communities in countries of first asylum may be a remaining option. This paper explores possibilities for revival of local integration as a durable solution. The authors situate the study within the framework of protracted refugee situations globally and, specifically, within the existing local settlement structure and the Self Reliance Strategy (SRS) in Uganda. Benefits to refugee-hosting communities are analyzed through two case studies: local integration through commerce and through primary education. The paper concludes by exploring ways in which stakeholders, including refugees, UNHCR, and donor governments can work together to promote shared and simultaneous development in refugee and national communities, specifically in conceptualizing the durable solution of local integration within the context of a national framework for development.
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) | 0.000 | 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