Parenting and mental health in protracted refugee situations: A systematic review
Bibliographic record
Abstract
BACKGROUND: Refugees' parenting behaviour is profoundly influenced by their mental health, which is, in turn, influenced by their situation of displacement. Our research presents the first systematic review on parenting and mental health in protracted refugee situations, where 78% of all refugees reside. METHODS: We pre-registered our protocol and screened documents in 22 languages from 10 electronic databases, reports by 16 international humanitarian organisations and region-specific content from the top 100 websites for each of the 72 countries that 'host' protracted refugees. Our criteria were empirical papers reporting parenting and parental mental health data on refugees who are in a protracted refugee situation. Studies including only internally displaced or stateless persons were excluded. RESULTS: A total of 18,125 documents were screened and 30 studies were included. We identified a universal pathway linking macro-level stressors in protracted refugee situations, such as movement restrictions and documentation issues, to symptoms of depression and anxiety, which, in turn, led to negative parenting practices. Addtionally, culture-specific pathways were observed in the way parental mental health and parenting were expressed. Situational (e.g., overcrowding) and relational factors (e.g., spousal dynamics) modulated both of these pathways. Biases in the research included the over-representation of specific protracted refugee situations, overreliance on self-reported data, and a heavy focus on mothers while neglecting fathers and other caregivers. Longitudinal research is needed to clarify the directionality and causality between specific macro-level stressors in a given protracted refugee situation and parental mental health and practices. Refugees were rarely consulted or involved in the design of research about their parenting and parental mental health. CONCLUSION: In recognising the existing links between protracted refugee situations, parental mental health, and parenting, our systematic review calls for a shift in thinking: from focusing solely on the micro aspects that affect 'refugee parenting' to understanding and tackling the broader macro-level stressors that drive them. We urge for larger and long-term research efforts that consider diverse protracted refugee situations, greater investment in science communication and diplomacy with governments, and stronger implementation of durable solutions by states to alleviate the roots of refugee parents' distress and negative parenting practices.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".