ArticleBMC public health2025
Relationship of parental caregiving and child labour with developmental problems and mental health in children in low-to-middle-income countries using the socioecological resilience model.
Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
2 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Home-Based Learning Opportunities, Responsive Caregiving and the Development of Preschool-Aged Children in Low- and Middle-Income Countries of the East Asia and Pacific Region: A Systematic Review.Child: care, health and development · 2026Pooled it
- Assessment of barriers to accessing mental health services in rural or remote areas using a socio-ecological resilience framework: a scoping review.International journal of mental health systems · 2026Review
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe socioecological resilience (SER) model explains that individual, relational, and structural factors influence child development and mental health. Children in low-to middle-income countries (LMICs) are affected by multiple risk factors on different SER levels. This cross-sectional study aimed assess the influence of experience of child labour and poor caregiving practices on child development in LMICs using the SER model.
methodData regarding child development, caregiving practices, and child labour collected through Multiple Indicator Cluster Surveys (MICS) by UNICEF were analysed. Differences in prevalence of developmental delays, mental illness, child labour, and poor caregiving practices were compared across countries and across different sociodemographic index (SDI) levels. Multi-level modelling was used to determine factors associated with developmental difficulties, and anxiety, and depression symptoms in children.
results251,681 children were included in the analysis. Significant variations in child labour engagement existed across low to upper-middle SDI countries. Prevalence of anxiety (30.8%), depression (40.8%) and socio-emotional difficulties (mean score = 0.115) were highest in low SDI countries. Poor physical caregiving, engagement in child labour, and low maternal education was significantly associated with higher socio-emotional difficulties, anxiety, and depression.
conclusionTo address the complex interplay between extreme poverty and adverse child health outcomes across low SDI countries, a multifaceted approach aimed at alleviating poverty, improving access to education, strengthening social protection systems, and promoting effective caregiving practices are required.
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