Young lives disrupted: gender and well-being among adolescent Syrian refugees in Lebanon
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: The conflict in Syria that began in 2011 has resulted in the exodus of over 5 million Syrian refugees to neighbouring countries, with more than one million refugees currently registered by UNHCR in Lebanon. While some are living in tented settlements, the majority are living in strained conditions in rented accommodation or collective shelters in the Bekaa Valley next to Syria. Adolescents are particularly vulnerable in any crisis. In 2013-4, the American University in Beirut in collaboration with the Women's Refugee Commission, Johns Hopkins and Save the Children, sought to understand the specific experiences of very young adolescents, those 10-14 years of age, in this protracted crisis context. METHODS: The study was conducted in 2014 in Barelias and Qabelias - two urban areas located close to each other in the Beka'a valley that has a large concentration of Syrian refugees. Focus group discussions (FGDs), including community mapping and photo elicitation, were conducted with 10-12 and 13-14 year old Syrian refugee adolescents, in order to obtain information about their experiences and perspectives. FGDs were also implemented with 15-16 year old Syrian refugees and separately also with adult refugees, to consider their perspectives on the needs and risks of these adolescents. RESULTS: A total of 16 FGD (8 for each sex, with 6-9 participants in each) were conducted in Arabic across the two sites, with 59 female participants and 59 male participants. The experiences and risks faced by these adolescents were significantly impacted by economic strain and loss of educational opportunities during displacement, and only a minority of adolescents in the study reported attending school. Additionally, on-going protection risks for girls were felt to be higher due to the crisis and displacement. In Lebanon this has resulted in increased risks of child marriage and limitations in mobility for adolescent girls. Adolescents, themselves expressed tensions with their Lebanese counterparts and feared verbal attacks and beatings from school-aged Lebanese male youth. CONCLUSIONS: Families and adolescents have been dramatically affected by the conflict in Syria, and the resulting forced displacement. The loss of educational opportunities is perhaps the most significant effect, with long-term devastating outcomes. Additionally, the futures of Syrian girls are deeply affected by new protection concerns, particularly as they are exposed to an unfamiliar and more liberal society in Lebanon. Child marriage and limitations in their mobility - particularly for girls - are presented by families as coping strategies to these risks. Programming is needed to ensure sustained education access for all adolescents, and to educate very young adolescents and their parents on managing their own health and well-being, given the multiple strains. More effort is needed to encourage positive interaction between adolescent Lebanese and adolescent Syrian refugees.
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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 | 0.001 | 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 | 0.001 | 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