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Risk factors for child maltreatment in an Australian population-based birth cohort
Open accessAbstract
Child maltreatment and other adverse childhood experiences adversely influence population health and socioeconomic outcomes. Knowledge of the risk factors for child maltreatment can be used to identify children at risk and may represent opportunities for prevention. We examined a range of possible child, parent and family risk factors for child maltreatment in a prospective 27-year population-based birth cohort of 2443 Australians. Physical abuse, sexual abuse, emotional abuse, neglect and witnessing of domestic violence were recorded retrospectively in early adulthood. Potential risk factors were collected prospectively during childhood or reported retrospectively. Associations were estimated using bivariate and multivariate logistic regressions and combined into cumulative risk scores. Higher levels of economic disadvantage, poor parental mental health and substance use, and social instability were strongly associated with increased risk of child maltreatment. Indicators of child health displayed mixed associations and infant temperament was uncorrelated to maltreatment. Some differences were observed across types of maltreatment but risk profiles were generally similar. In multivariate analyses, nine independent risk factors were identified, including some that are potentially modifiable: economic disadvantage and parental substance use problems. Risk of maltreatment increased exponentially with the number of risk factors experienced, with prevalence of maltreatment in the highest risk groups exceeding 80%. A cumulative risk score based on the independent risk factors allowed identification of individuals at very high risk of maltreatment, while a score that incorporated all significant risk and protective factors provided better identification of low-risk individuals.
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“A 27-years prospective birth cohort study showed that higher levels of economic disadvantage, poor parental mental health, substance use and social instability were strongly associated with increased risk of child maltreatment [69].”
From Associations of childhood trauma with long-term diseases and alcohol and nicotine use disorders in Czech and Slovak representative samples (2022) · cites this paper as [69]
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Felitti, V. J., Anda, R. F., Nordenberg, D., Williamson, D. F., Spitz, A. M., Edwards, V., Koss, M. P., & Marks, J. S. (1998) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(98)00017-8 · Cited by 18,943
Burden and consequences of child maltreatment in high-income countries
Gilbert, R., Widom, C. S., Browne, K., Fergusson, D., Webb, E., & Janson, S. (2009) · The Lancet · doi:10.1016/s0140-6736(08)61706-7 · Cited by 3,876
Kempe, C. H. (1962) · JAMA · doi:10.1001/jama.1962.03050270019004 · Cited by 3,061
Multiple imputation of discrete and continuous data by fully conditional specification
van Buuren, S. (2007) · Statistical Methods in Medical Research · doi:10.1177/0962280206074463 · Cited by 2,827
An interactionist perspective on the socioeconomic context of human development
Conger, R. D., & Donnellan, M. B. (2007) · Annual Review of Psychology · doi:10.1146/annurev.psych.58.110405.085551 · Cited by 1,935
Risk factors in child maltreatment: A meta-analytic review of the literature
Stith, S. M., Liu, T., Davies, L. C., Boykin, E. L., Alder, M. C., Harris, J. M., Som, A., McPherson, M., & Dees, J. E. M. E. G. (2009) · Aggression and Violent Behavior · doi:10.1016/j.avb.2006.03.006 · Cited by 1,213
Fourth National Incidence Study of Child Abuse and Neglect (NIS-4): Report to Congress
Sedlak, A. J. (2010) · PsycEXTRA Dataset · Cited by 960
Hussey, J. M., Chang, J. J., & Kotch, J. B. (2006) · PEDIATRICS · doi:10.1542/peds.2005-2452 · Cited by 935
Brown, J. F., Cohen, P. R., Johnson, J. G., & Salzinger, S. (1998) · Child Abuse & Neglect · doi:10.1016/s0145-2134(98)00087-8 · Cited by 834
Revision of the Infant Temperament Questionnaire
Carey, W. B., & McDevitt, S. C. (1978) · PEDIATRICS · doi:10.1542/peds.61.5.735 · Cited by 749
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- United Nations Children’s Fund, 2012, Child maltreatment: prevalence, incidence and consequences in the East Asia and Pacific Region: a systematic review of research
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Okato, A., Hashimoto, T., Tanaka, M., Saito, N., Endo, M., Okayama, J., Ichihara, A., Eshima, S., Handa, S., Senda, M., et al. (2020) · Figshare · doi:10.6084/m9.figshare.12617846
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Metadata
- Authors
- Doidge, J. C., Higgins, D. J., Delfabbro, P., & Segal, L.
- Affiliations
- University of South Australia (AU)
- The University of Melbourne (AU)
- The University of Adelaide (AU)
- Corresponding author
- Doidge, James C.
- Venue
- Child Abuse & Neglect
- Publisher
- Elsevier BV
- Published
- 2017-02
- Volume
- 64
- Pages
- 47-60
- ISSN
- 0145-2134 (ISSN-L)
- OpenAlex
- W2562130944
- Cited by
- 182
- References
- 34
- Citations by year
- 2026: 12 · 2025: 17 · 2024: 16 · 2023: 35 · 2022: 22 · 2021: 21 · 2020: 24 · 2019: 16 · 2018: 17 · 2017: 2
- FWCI
- 15.49
- Type
- journal article
- Language
- en
- Open access
- green
- discovery.ucl.ac.uk
- Licence
- cc-by-nc-nd
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- Locations
- Child Abuse & Neglect (publishedVersion)
- PubMed (publishedVersion)
- UniSA Research Outputs Repository (University of South Australia) (acceptedVersion)
- UCL Discovery (University College London) (submittedVersion, cc-by-nc-nd)
- Research Bank (Australian Catholic University) (submittedVersion)
- Adelaide Research & Scholarship (AR&S) (University of Adelaide) (submittedVersion)
- Funders
- University of South Australia
- South Australian Health Economics Collaborative
- South Australian Department of Health
- Topics
- Social Sciences › Psychology › Clinical Psychology › Child Abuse and Trauma
- Social Sciences › Sociology and Political Science › Child Welfare and Adoption
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Child Abuse and Related Trauma
- Keywords
- child abuse, risk factors, cumulative risk score, economic disadvantage, parental substance use, parental mental health, social instability, physical abuse, sexual abuse, emotional abuse, child neglect, witnessing domestic violence, infant temperament, child health, adverse childhood experiences, maltreatment prevention, birth cohort
- MeSH terms
- Adolescent, Australia, Child, Child Abuse, Child, Preschool, Female, Humans, Infant, Infant, Newborn, Male, Retrospective Studies, Risk Factors, Statistics as Topic, Cohort Studies, Prevalence, Domestic Violence, Risk Assessment, Substance-Related Disorders, Young Adult
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