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Alam MB, Khanam SJ, Rana MS, Khandaker G, Kabir MA, Khan MN. Effects of disability on adverse health outcomes and anthropometric deficits among under-five children in South Asian countries: evidence from multiple indicator cluster surveys. THE LANCET REGIONAL HEALTH. SOUTHEAST ASIA 2024; 25:100401. [PMID: 38616818 PMCID: PMC11015120 DOI: 10.1016/j.lansea.2024.100401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 03/06/2024] [Accepted: 03/25/2024] [Indexed: 04/16/2024]
Abstract
Background Children with disabilities face an increased risk of adverse health outcomes and poor anthropometric deficits, although the focus on them is limited in the South Asian context thus far and need newer and more evidence. This study investigates the effects of disability on adverse health outcomes and anthropometric deficits among 2-4 years aged children in South Asian countries. Methods We analyzed data from 93,180 children aged 2-4 years across Bangladesh, Nepal, Pakistan, and Afghanistan using Multiple Indicator Cluster Surveys (2017-2023). Disability status was the primary exposure, and outcomes included adverse health outcome (acute respiratory infection, diarrhea, fever), anthropometric deficit (stunting, wasting, underweight), and healthcare service sources during adverse health events (care received from skilled healthcare personnel, care received from non-professional personnel, and care received from health facility workers other than skilled healthcare personnel). Using multilevel and multinomial logistic regression models, we examined associations between exposure and outcome variables, adjusting for covariates. Findings We found average disability prevalence in South Asia was 8.7% (8.3-9.0; n = 8072), varying from 3.4% (3.0-3.8; n = 446) in Bangladesh to 12.3% (11.4-13.3; n = 1259) in Afghanistan. Common health issues included fever (n = 24,982, 26.8%, 26.2-27.4) and diarrhea (n = 14,081, 15.1%, 14.7-15.6), while prevalent poor anthropometric deficits were stunting (n = 39,766, 42.7%, 42.0-43.3) and underweight (n = 22,390, 24.0%, 23.5-24.5). Children with disability had 1.30 (95% CI: 1.21-1.40) to 1.60 (95% CI: 1.47-1.75) times and 1.17 (95% CI: 1.05-1.29) to 1.39 (95% CI: 1.30-1.48) times higher likelihoods of adverse health outcomes and anthropometric deficits, respectively, with variations observed among countries and different disability types. Individuals with disability were 1.16 (95% CI: 1.00-1.35) to 1.26 (95% CI: 1.01-1.58) times more likely to receive healthcare services from skilled healthcare personnel compared to health facility workers other than skilled healthcare personnel. Interpretation This study findings emphasizes the need for community-level awareness programs to improve anthropometric well-being and healthcare of the children with disability. Funding This research did not receive any specific funds.
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Affiliation(s)
- Md Badsha Alam
- Department of Population Science, Jatiya Kabi Kazi Nazrul Islam University, Trishal, Mymensingh, Bangladesh
| | - Shimlin Jahan Khanam
- Department of Population Science, Jatiya Kabi Kazi Nazrul Islam University, Trishal, Mymensingh, Bangladesh
| | - Md Shohel Rana
- Department of Population Science, Jatiya Kabi Kazi Nazrul Islam University, Trishal, Mymensingh, Bangladesh
| | - Gulam Khandaker
- Central Queensland Public Health Unit, Central Queensland Hospital and Health Service, Rockhampton, Australia
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
| | - Md Awal Kabir
- Department of Social Work, Pabna University of Science and Technology, Pabna, Bangladesh
| | - Md Nuruzzaman Khan
- Department of Population Science, Jatiya Kabi Kazi Nazrul Islam University, Trishal, Mymensingh, Bangladesh
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Akram S, Zahid F, Pervaiz Z. Socioeconomic determinants of early childhood development: evidence from Pakistan. JOURNAL OF HEALTH, POPULATION, AND NUTRITION 2024; 43:70. [PMID: 38769581 PMCID: PMC11107027 DOI: 10.1186/s41043-024-00569-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 05/11/2024] [Indexed: 05/22/2024]
Abstract
This study investigates the socioeconomic determinants of early childhood development (ECD) in Pakistan by utilizing the data of sixth wave of the Multiple Indicator Cluster Survey (MICS) conducted in the four provinces of the country. The findings of the study reveal that mother's education, father's education, economic status of the household as measured by household's wealth index quintile, region of residence (province), child's gender, disability, nutrition and the practices used by the adult members of the household to discipline child are important determinants of ECD. The study highlights the crucial role of family background and importance of addressing the issue of malnutrition to foster child development.
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Affiliation(s)
- Shahla Akram
- Department of Economics, National College of Business Administration and Economics, Lahore, Pakistan.
| | | | - Zahid Pervaiz
- Department of Economics, National College of Business Administration and Economics, Lahore, Pakistan
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Segre G, Cargnelutti C, Bersani C, Njogu W, Roberti E, Campi R, De Vita MV, Morino G, Canevini MP, Bonati M. Early detection of neurodevelopmental disorders in African children living in informal settlements in Nairobi. BMJ Paediatr Open 2023; 7:e002117. [PMID: 37890890 PMCID: PMC10619007 DOI: 10.1136/bmjpo-2023-002117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023] Open
Abstract
BACKGROUND Children in low-income and middle-income countries (LMICs) are at a substantially increased risk of delayed physical, emotional and sociocognitive outcomes, with consequential neurodevelopmental disorders. Evidence based, cost-effective and culturally appropriate screening tools are recommended for early identification of developmental disorders. METHODS The present study aims to assess the feasibility of early screening for neurodevelopmental disorders in children living in informal settlements in Nairobi, Kenya (Korogocho). The selected tools (ie, the CDC checklist and the Modified Checklist for Autism in Toddlers, Revised (M-CHAT-R)), widely used in high-income countries, are applied in two different populations: one from Kenya (LMIC) and one from Italy, to compare the different scores. RESULTS Of 509 children screened, 8.6% were classified at-risk based on the results of the screening tools. Significant risk factors are history of low birth weight and Apgar score, presence of neurological disorders, malnutrition and/or rickets, younger age of the child and older age of the mother. Caesarean section delivery, first pregnancy and mothers' older age were common risk factors among the Kenyan and the Italian samples. The Italian sample had a significantly greater rate of missed milestones. CONCLUSIONS Our data demonstrate the feasibility of using the CDC and M-CHAT-R tools in informal settlement dwellers. Further studies are needed to explore the opportunity for early diagnosis of developmental disorders in LMICs.
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Affiliation(s)
- Giulia Segre
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Cecilia Cargnelutti
- Department of Health Sciences, Università degli Studi di Milano, Milano, Italy
| | - Carlotta Bersani
- Department of Health Sciences, Università degli Studi di Milano, Milano, Italy
| | | | - Elisa Roberti
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Rita Campi
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | | | | | | | - Maurizio Bonati
- Department of Medical Epidemiology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
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Ekman AT, Sengeh PA, Webber N, Jalloh MB, Hollander AC, Newby H, Cappa C, Orsini N, Alfvén T, Frielingsdorf H. Prevalence of children under five with disabilities in Sierra Leone in 2017: Insights from a population-based multiple indicator cluster survey. Disabil Health J 2023; 16:101481. [PMID: 37316393 DOI: 10.1016/j.dhjo.2023.101481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 04/16/2023] [Accepted: 04/27/2023] [Indexed: 06/16/2023]
Abstract
BACKGROUND Children with disabilities have been low on the agenda of child health, including in Sierra Leone, and there are still many gaps in our knowledge and understanding of the issue. OBJECTIVE To estimate the prevalence of children with disabilities in Sierra Leone using functional difficulty as a proxy and to understand the factors associated with disabilities among children two to four years living in Sierra Leone. METHODS We used cross-sectional data from the Sierra Leone 2017 Multiple Indicator Cluster Survey. Disability was defined using a functional difficulty definition with additional thresholds used to define children with severe functional difficulty and multiple disabilities. Logistic regression models estimated odds ratios (ORs) of childhood disability and how they were associated with socioeconomic factors and living conditions. RESULTS Prevalence of children with disabilities was 6.6% (95% confidence interval (CI) 5.8-7.6%) and there was a high risk of comorbidity between different functional difficulties. Children with disabilities were less likely to be girls (adjusted odds ratio (AOR) 0.8 (CI 0.7-1.0) and older (AOR 0.3 (CI 0.2-0.4)), but more prone to be stunted (AOR 1.4 (CI 1.1-1.7)) and have younger caregivers (AOR 1.3 (CI 0.7-2.3)). CONCLUSION The prevalence of disabilities in young Sierra Leonean children was comparable to other countries in West and Central Africa when using the same measure of disability. Preventive as well as early detection and intervention efforts are recommended to be integrated with other programs, e.g vaccinations, nutrition, and poverty reducing programs.
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Affiliation(s)
- Anna-Theresia Ekman
- Department of Global Public Health, Karolinska Institutet, SE-171 77, Stockholm, Sweden.
| | - Paul A Sengeh
- FOCUS 1000, 7E Conteh Drive, Off Old Railway Line, Tengbeh Town, Freetown, Sierra Leone.
| | - Nance Webber
- FOCUS 1000, 7E Conteh Drive, Off Old Railway Line, Tengbeh Town, Freetown, Sierra Leone.
| | - Mohammad Bailor Jalloh
- FOCUS 1000, 7E Conteh Drive, Off Old Railway Line, Tengbeh Town, Freetown, Sierra Leone.
| | - Anna-Clara Hollander
- Epidemiology of Psychiatric Conditions, Substance Use and Social Environment (EPiCSS), Department of Global Public Health Karolinska Institutet, SE-171 77, Stockholm, Sweden.
| | | | - Claudia Cappa
- Data & Analytics Section, UNICEF, New York City, USA.
| | - Nicola Orsini
- Department of Global Public Health, Karolinska Institutet, SE-171 77, Stockholm, Sweden.
| | - Tobias Alfvén
- Department of Global Public Health, Karolinska Institutet, SE-171 77, Stockholm, Sweden; Sachs' Children and Youth Hospital, Södersjukhuset, Stockholm, Sweden.
| | - Helena Frielingsdorf
- Department of Health, Medicine and Caring Sciences, Linköping University, 581 83, Linköping, Sweden.
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Lim M, Carollo A, Neoh MJY, Sacchiero M, Azhari A, Balboni G, Marschik P, Nordahl-Hansen A, Dimitriou D, Esposito G. Developmental disabilities in Africa: A scientometric review. RESEARCH IN DEVELOPMENTAL DISABILITIES 2023; 133:104395. [PMID: 36587527 DOI: 10.1016/j.ridd.2022.104395] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 12/13/2022] [Indexed: 06/17/2023]
Abstract
BACKGROUND Developmental disabilities are disproportionately more investigated in higher-income countries. However, global prevalence of developmental disabilities indicate that a large proportion of individuals with disabilities reside in low- and middle-income nations. AIMS The present work therefore aims to conduct a scientometric review to survey available literature on developmental disabilities in low- and middle-income countries belonging to the continent of Africa. METHODS AND PROCEDURES A literature search was conducted on Scopus, where a total of 1720 relevant publications (and an accompanying 66 thousand references) were found, representing research conducted between 1950 to 2022. Then, document co-citation analysis was performed to chart significant co-citation relationships between relevant articles and their cited references. OUTCOMES AND RESULTS The generated network based on document co-citation analysis revealed a total of 14 distinct thematic research clusters and 12 significant documents that have been frequently cited in the literature on developmental disabilities in Africa. CONCLUSIONS AND IMPLICATIONS The scientometric review revealed a trend of broadening research towards systems of care, away from a medical model of disease. It is projected that future research will continue to capitalise on inter-disciplinary strengths to arrive at a more nuanced understanding of developmental disability from all levels - individuals, families, to communities.
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Affiliation(s)
- Mengyu Lim
- Psychology Program, Nanyang Technological University, Singapore 639818, Singapore
| | - Alessandro Carollo
- Department of Psychology and Cognitive Science, University of Trento, Rovereto 38068, Italy
| | | | - Marzia Sacchiero
- Department of Psychology and Cognitive Science, University of Trento, Rovereto 38068, Italy
| | - Atiqah Azhari
- Psychology Programme, School of Humanities and Behavioural Sciences, Singapore University of Social Sciences, Singapore 599494, Singapore
| | - Giulia Balboni
- Department of Philosophy, Social Sciences and Education, University of Perugia, Perugia 06123, Italy
| | - Peter Marschik
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany; Interdisciplinary Developmental Neuroscience, Division of Phoniatrics, Medical University of Graz, Graz, Austria; Center of Neurodevelopmental Disorders (KIND), Department of Women's and Children's Health, Karolinska Institutet Stockholm, Stockholm, Sweden
| | - Anders Nordahl-Hansen
- Faculty of Teacher Education and Languages, Østfold University College, Halden, Norway
| | - Dagmara Dimitriou
- Sleep Education and Research Laboratory, UCL Institute of Education, London WC1H 0AA, England
| | - Gianluca Esposito
- Department of Psychology and Cognitive Science, University of Trento, Rovereto 38068, Italy.
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Neoh MJY, Airoldi L, Arshad Z, Bin Eid W, Esposito G, Dimitriou D. Mental Health of Mothers of Children with Neurodevelopmental and Genetic Disorders in Pakistan. Behav Sci (Basel) 2022; 12:bs12060161. [PMID: 35735371 PMCID: PMC9220268 DOI: 10.3390/bs12060161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 05/16/2022] [Accepted: 05/18/2022] [Indexed: 12/10/2022] Open
Abstract
This study examined maternal mental health in mothers of children with neurodevelopmental and genetic disorders in Pakistan; maternal education and affiliate stigma were also tested. It was hypothesised that mothers of children with neurodevelopmental and genetic disorders would experience high levels of depression, anxiety and affiliate stigma, and that these variables would be mediated by the level of maternal education. Seventy-five mothers of children with neurodevelopmental and genetic disorders were recruited from “Special Needs” schools in Lahore and Islamabad. The results showed that the majority of mothers were clinically depressed and a large majority of mothers were clinically anxious. The distribution of mothers with clinical anxiety was significantly different among mothers with different levels of education (p < 0.05). Furthermore, mothers with higher levels of education had less affiliate stigma. This result suggests that maternal education may be a protective factor of mental health in mothers of children with neurodevelopmental and genetic disorders. Limitations, implications and future research are discussed.
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Affiliation(s)
| | - Livia Airoldi
- Department of Psychology and Cognitive Science, University of Trento, 38028 Rovereto, Italy; (L.A.); (G.E.)
| | - Zarah Arshad
- Sleep Education and Research Laboratory, UCL Institute of Education, University College London, London WC1H 0AA, UK; (Z.A.); (W.B.E.)
| | - Wasmiah Bin Eid
- Sleep Education and Research Laboratory, UCL Institute of Education, University College London, London WC1H 0AA, UK; (Z.A.); (W.B.E.)
| | - Gianluca Esposito
- Department of Psychology and Cognitive Science, University of Trento, 38028 Rovereto, Italy; (L.A.); (G.E.)
| | - Dagmara Dimitriou
- Sleep Education and Research Laboratory, UCL Institute of Education, University College London, London WC1H 0AA, UK; (Z.A.); (W.B.E.)
- Correspondence:
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Carollo A, Bonassi A, Lim M, Gabrieli G, Setoh P, Dimitriou D, Aryadoust V, Esposito G. Developmental disabilities across the world: A scientometric review from 1936 to 2020. RESEARCH IN DEVELOPMENTAL DISABILITIES 2021; 117:104031. [PMID: 34333315 DOI: 10.1016/j.ridd.2021.104031] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Revised: 06/07/2021] [Accepted: 07/12/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Developmental disabilities have been largely studied in the past years. Their etiological mechanisms have been underpinned to the interactions between genetic and environmental factors. These factors show variability across the world. Thus, it is important to understand where the set of knowledge obtained on developmental disabilities originates from and whether it is generalizable to low- and middle-income countries. AIMS This study aims to understand the origins of the available literature on developmental disabilities, keeping a focus on parenting, and identify the main trend of research. METHODS AND PROCEDURE A sample of 11,315 publications from 1936 to 2020 were collected from Scopus and a graphical country analysis was conducted. Furthermore, a qualitative approach enabled the clustering of references by keywords into four main areas: "Expression of the disorder", "Physiological Factors", "How it is studied" and "Environmental factors". For each area, a document co-citation analysis (DCA) on CiteSpace software was performed. OUTCOMES AND RESULTS Results highlight the leading role of North America in the study of developmental disabilities. Trends in the literature and the documents' scientific relevance are discussed in details. CONCLUSIONS AND IMPLICATIONS Results demand for investigation in different socio-economical settings to generalize our knowledge. What this paper adds? The current paper tries to provide insight into the origins of the literature on developmental disabilities with a focus on parenting, together with an analysis of the trends of research in the field. The paper consisted of a multi-disciplinary and multi-method review. In fact, the review tried to integrate the analysis of the relation between developmental disabilities with a closer look at the scientific contributions to the field across the world. Specifically, the paper integrates a total of 11,315 papers published on almost a century of research (from 1936 to 2020). An initial qualitative analysis on keywords was combined to a subsequent quantitative approach in order to maximize the comprehension of the impact of almost a century of scientific contributions. Specifically, documents were studied with temporal and structural metrics on a scientometric approach. This allowed the exploration of patterns within the literature available on Scopus in a quantitative way. This method not only assessed the importance of single documents within the network. As a matter of fact, the document co-citation analysis used on CiteSpace software provided insight into the relations existing between multiple documents in the field of research. As a result, the leading role of North America in the literature of developmental disabilities and parenting emerged. This was accompanied by the review of the main trends of research within the existing literature.
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Affiliation(s)
- Alessandro Carollo
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, Italy
| | - Andrea Bonassi
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, Italy; Mobile and Social Computing Lab, Bruno Kessler Foundation, Trento, Italy
| | - Mengyu Lim
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - Giulio Gabrieli
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - Peipei Setoh
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - Dagmara Dimitriou
- Sleep Research and Education Laboratory, UCL Institute of Education, London, United Kingdom
| | - Vahid Aryadoust
- National Institute of Education, Nanyang Technological University, Singapore, Singapore
| | - Gianluca Esposito
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, Italy; Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.
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The Role of the Family Network When Raising a Child with a Disability in Low- and Middle-Income Countries. ACTA ACUST UNITED AC 2021. [DOI: 10.3390/disabilities1010005] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Family plays a role in supporting child development, by facilitating caregiving and other parental practices. Low- and middle-income families typically have a complex structure with many relatives living together in the same household. The role of family and family complexity in the caregiving of children with disabilities is still unknown. In this study, we use data from N = 22,405 children with severe (N = 876) and mild or no disability (N = 21,529) from a large dataset collected in the 2005–2007 Multiple Indicator Cluster Survey. In particular, we adopt PageRank, a well-known algorithm used by search engines, to quantify the importance of each child in the family network. We then analyze the level of caregiving the child received in light of the child’s importance and developmental status, using a generalized linear model. Results show a main effect of child’s importance and of the interaction of child’s importance and developmental status. Post hoc analysis reveals that higher child importance is associated with a better caregiving outcome only for children with mild or no disability.
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Bizzego A, Lim M, Schiavon G, Setoh P, Gabrieli G, Dimitriou D, Esposito G. Child disability and caregiving in low and middle income countries: Big data approach on open data. RESEARCH IN DEVELOPMENTAL DISABILITIES 2020; 107:103795. [PMID: 33142260 DOI: 10.1016/j.ridd.2020.103795] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2020] [Revised: 09/28/2020] [Accepted: 10/09/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND The presence of child disabilities might affect the amount of caregiving attention the child receives, with potential ramifications on the development of the child and increasing the likelihood of developing a more severe condition. Little is known about the association between child disabilities and caregiving practices in less developed countries, penalized by both lack of data and a research bias toward western societies. METHOD In this study, we apply data mining methods on a large (N = 29,525) dataset from UNICEF to investigate the association between caregiving practices and developmental disabilities of the children, and highlight the differences between intellectual and other disabilities. RESULTS Our results highlight that, compared to other types of disabilities, intellectual disabilities increased the risk of being neglected by the caregiver in those activities oriented to the cognitive development. The education of the caregiver and the socioeconomical development of the country are actively involved in the moderation of the risk. CONCLUSION We demonstrated that educational policies of parental training, such as psychoeducation regarding intellectual disabilities and destigmatization campaigns, are needed to benefit parental practices in low- and middle-income countries.
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Affiliation(s)
- Andrea Bizzego
- Department of Psychology and Cognitive Science, University of Trento, Italy
| | - Mengyu Lim
- School of Social Sciences, Nanyang Technological University, Singapore
| | - Greta Schiavon
- Department of Psychology and Cognitive Science, University of Trento, Italy
| | - Peipei Setoh
- School of Social Sciences, Nanyang Technological University, Singapore
| | - Giulio Gabrieli
- School of Social Sciences, Nanyang Technological University, Singapore
| | - Dagmara Dimitriou
- UCL Institute of Education, University College London, London, United Kingdom
| | - Gianluca Esposito
- Department of Psychology and Cognitive Science, University of Trento, Italy; School of Social Sciences, Nanyang Technological University, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore.
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