The forms and adverse effects of insecurities among internally displaced children in Ethiopia
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
BACKGROUND: Ethiopia has seen an increase in the number of internally displaced persons (IDPs) due to conflict and violence related to border-based disputes and climate change. This study examines the insecurities experienced by IDPs in the Burayu camp and how they navigate and challenge them. Violence and insecurity have daunted Ethiopian regions for decades, violated children's rights, and impeded the achievement of the United Nation's sustainable development goals related to children, such as good healthcare and mental health, quality education, clean water, and sanitation. The deteriorating security concerns in Ethiopia could also expose IDP children to poor health outcomes associated with a lack of access to healthcare services. METHODS: This was an exploratory qualitative case study guided by intersectionality theoretical lens to explore the forms of insecurities perceived and experienced by IDPs in Ethiopia. Participants were selected using a purposeful sampling approach. We interviewed 20 children, 20 parents or guardians, and 13 service providers. Interviews were audio recorded and transcribed verbatim in Afan Oromo, then translated into English. We used NVivo 12 qualitative data analysis software to analyze data following Braun & Clarke's approach to thematic data analysis. RESULTS: The participants reported that IDP children in Burayu town faced many challenges related to poor socioeconomic conditions that exposed them to several insecurities and negatively affected their well-being. They reported inadequate access to clothing and shelter, clean water, sanitary facilities, food, and adequate healthcare due to financial barriers, lack of drugs, and quality of care. Our data analysis shows that socioeconomic and contextual factors intersect to determine the health and well-being of children in the Ethiopian IDP camp studied. The children experienced insecurities while navigating their daily lives. This is compounded by institutional practices that shape gender relations, income status, and access to healthcare, education, and food. These deficiencies expose children to traumatic events that could decrease future livelihood prospects and lead to compromised mental health, rendering them susceptible to prolonged post-traumatic stress disorder and depression. Results are presented under the following topics: (1) basic needs insecurity, (2) healthcare insecurity, (3) academic insecurity, (4) economic insecurity, (5) food insecurity, and (6) physical and mental health insecurity. CONCLUSION: Successful relocation and reintegration of IDPs would help to alleviate both parent and child post-conflict stressors. Managing and following up on economic reintegration efforts is needed in both the short and long term. Such measures will help to achieve goals for specific projects attached to donor support outcomes, consequently enabling social support and conflict resolution management efforts.
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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 | 0.003 | 0.001 |
| 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 | 0.001 |
| 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