Under age five children survival times in Nigeria: a Bayesian spatial modeling approach

被引:6
作者
Egbon, Osafu Augustine [1 ,2 ]
Bogoni, Mariella Ananias [1 ,2 ]
Babalola, Bayowa Teniola [3 ]
Louzada, Francisco [1 ]
机构
[1] Univ Sao Paulo, Inst Math & Comp Sci, Sao Carlos, Brazil
[2] Univ Fed Sao Carlos, Dept Stat, Sao Carlos, Brazil
[3] Kampala Int Univ, Dept Math & Stat, Kampala, Uganda
基金
巴西圣保罗研究基金会;
关键词
Hazard model; Bayesian hierarchical model; Under-five mortality; Survival probability; CHILDHOOD MORTALITY; UNDER-5; MORTALITY; BIRTH-WEIGHT; MATERNAL AGE; REGRESSION; COUNTRIES; RISK;
D O I
10.1186/s12889-022-14660-1
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Background: Nigeria is among the top five countries in the world with the highest under-five mortality rates. In addition to the general leading causes of under-five mortality, studies have shown that disparity in sociocultural values and practices across ethnic groups in Nigeria influence child survival, thus there is a need for scientific validation. This study quantified the survival probabilities and the impact of socioeconomic and demographic factors, proximate and biological determinants, and environmental factors on the risk of under-five mortality in Nigeria. Methods: The Kaplan-Meier survival curve, Nelson Aalen hazard curve, and components survival probabilities were estimated. The Exponential, Gamma, Log-normal, Weibull, and Cox hazard models in a Bayesian mixed effect hierarchical hazard modeling framework with spatial components were considered, and the Deviance and Watanabe Akaike information criteria were used to select the best model for inference. A 5% level of significance was assumed throughout this work. The 2018 Nigeria Demographic and Health Survey dataset was used, and the outcome variable was the time between birth and death or birth and the date of interview for children who were alive on the day of the interview. Results: Findings show that the probability of a child dying within the first two months is 0.04, and the probability of a boy child dying before attaining age five is 0.106, while a girl child is 0.094 probability. Gender, maternal education, household wealth status, source of water and toilet facility, residence, mass media, frequency of antenatal and postnatal visits, marital status, place of delivery, multiple births, who decide healthcare use, use of bednet are significant risk factors of child mortality in Nigeria. The mortality risk is high among the maternal age group below 24 and above 44years, and birth weight below 2.5Kg and above 4.5Kg. The under-five mortality risk is severe in Kebbi, Kaduna, Jigawa, Adamawa, Gombe, Kano, Kogi, Nasarawa, Plateau, and Sokoto states in Nigeria. Conclusion: This study accentuates the need for special attention for the first two months after childbirth as it is the age group with the highest expected mortality. A practicable way to minimize death in the early life of children is to improve maternal healthcare service, promote maternal education, encourage delivery in healthcare facilities, positive parental attitude to support multiple births, poverty alleviation programs for the less privileged, and a prioritized intervention to Northern Nigeria.
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页数:17
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