Prediction of Child Birth Weight Using Kernel Extreme Reservoir Machine and QPSO for Optimization

2021 ◽  
Vol 2 (3) ◽  
Author(s):  
Ghalib Ahmed Tahir ◽  
Tooba Samad ◽  
Liu Zongying ◽  
Sundus Abrar ◽  
Murtaza Ashraf ◽  
...  
Keyword(s):  

Author(s):  
Ravi Pachori ◽  
Jiratithigan Sillapasuwan

Background: Malnutrition in children occurs as a complex interplay among various factors like maternal health, dietary practices, hand washing and other hygiene practices, low birth weight, episode of diarrhoea and acute respiratory infection within the last 6 months are often associated with undernutrition in most developing nations including India. Objective of the study were to assess the determinants of maternal and child health, hygienic practice, health services for underweight and their association among apparently healthy children. Methods: The present study was hospital based descriptive cross-sectional study conducted from June 2019 to December 2019. The sample size calculated was 410, and accounting for 10% nonresponsive, the sample size calculated was 451. The data obtained were compiled and entered in MS-excel 2010 and analysed by using institutional SPSS (22.0). Results: Mother’s age at marriage <18 years belong to 68 (15.1%) children significantly low proportion as compared to marriage >18 years 383 (84.9%) including underweight 41 (22.5%) and mother’s age at child birth <18 years belong to 46 (10.2%) children significantly very low proportion in comparison to child birth >18 years including underweight 30 (16.6%). Birth weight <2.5 kg belongs to significantly 136 (30.1%) children including underweight 72 (39.8%) and significantly birth order >2 belong to 135 (29.9%) children including underweight 39 (21.6%). Exclusive breast feeding belongs to 149 (33.0%) children including underweight 62 (34.2%)Conclusions: Health education and its reinforcement especially in the area of maternal & child health care services is required.



BMC Nutrition ◽  
2021 ◽  
Vol 7 (1) ◽  
Author(s):  
Ramadhani H. Mtongwa ◽  
Charles Festo ◽  
Ester Elisaria

Abstract Background Tanzania is one of the Sub-Saharan African country with nearly 12 out of 60 million people being adolescent. The prevalence of child marriage is higher with one out of every three girls being married before reaching their 18th birthday, 5 % being married by the age of 15, and 31% by the age of 18 years. Literature shows early pregnancy is associated with Low Birth Weight (LBW) and stunting among children under 5 years. This paper explores variation and factors associated with low birth weight and stunting among children born by adolescent and non-adolescent mothers. Methods Data from 13,266 women with children under 5 years collected as part of the 2015/2016 TDHS was re-analyzed using STATA version 14 software while accounting for survey design. A total of 6385 women (of which 7.2% were adolescent) and 8852 women (of which 6.7% were adolescent) were involved in the analysis of child birth weight and stunting respectively. Descriptive statistics stratified by maternal age was conducted with LBW and stunting as outcome variables followed by logistic regressions models controlling for confounding variables. Results The proportion of obese or overweight adolescent and non-adolescent mothers was 11.8 and 36.5% respectively. Antenatal care (ANC) attendance, areas of residence and social economic status were very similar in the two maternal age groups. Non- adolescent mothers had reduced odds of giving birth to LBW babies compared to adolescent mothers (Adjusted Odds Ratio (AOR) = 0.34; 95% CI: 0.22–0.50). Maternal undernutrition (AOR = 2.29; 95% CI: 1.43–3.67), being divorced, separated or widowed (AOR = 1.76; 95% CI: 1.24–2.50) and having at least four ANC visits (AOR = 0.64; 95% CI: 0.49–0.83) were significantly associated with reduced odds of having a LBW. Child stunting was not associated with maternal age. Maternal high socioeconomic status (AOR = 0.69; 95% CI: 0.57–0.84) and maternal obesity or overweight (AOR = 0.77; 95% CI: 0.64–0.92) were negatively associated with stunting. Child birth weight, sex, and age were significantly associated with stunting. Conclusion Maternal age was a predictor of LBW but not stunting. ANC attendance and not living with a spouse increase the risk of LBW babies. Stunting was associated with low maternal body mass index (BMI), low socioeconomic status, child birth weight, gender, and age. A multi-sectoral approach is needed to address child nutrition problems with teenagers ‘specific intervention that offer emotional support, and health education during pregnancies for improving immediate and later life child birth outcomes.



2020 ◽  
Vol 30 (5) ◽  
pp. 1001-1006 ◽  
Author(s):  
Aurélie Nakamura ◽  
Laura Pryor ◽  
Morgane Ballon ◽  
Sandrine Lioret ◽  
Barbara Heude ◽  
...  

Abstract Background Small for gestational age (SGA) birth weight, a risk factor for infant mortality and delayed child development, is associated with maternal educational attainment. Maternal tobacco smoking during pregnancy could contribute to this association. We aimed to quantify the contribution of maternal smoking during pregnancy to social inequalities in child birth weight for gestational age (GA). Methods Data come from the French nation-wide ELFE cohort study, which included 17 155 singletons. Birth weights for GA were calculated using z-scores. Associations between maternal educational attainment, tobacco smoking during pregnancy and child birth weight for GA were ascertained using mediation analysis. Mediation analyses were also stratified by maternal pre-pregnancy body mass index. Results Low maternal educational attainment was associated with an increased odd of tobacco smoking during pregnancy [adjusted OR (ORa) = 2.58 (95% CI 2.34–2.84)] as well as a decrease in child birth weight for GA [RRa = 0.94 (95% CI 0.91–0.98)]. Tobacco smoking during pregnancy was associated with a decrease in offspring birth weight for GA [RRa = 0.73 (95% CI 0.70–0.76)]. Mediation analysis suggests that 39% of the effect of low maternal educational attainment on offspring birth weight for GA was mediated by smoking during pregnancy. A more important direct effect of maternal educational attainment on child birth weight for GA was observed among underweight women [RRa = 0.82 (95% CI 0.72–0.93)]. Conclusions The relationship between maternal educational attainment and child birth weight for GA is strongly mediated by smoking during pregnancy. Reducing maternal smoking could lessen the occurrence of infant SGA and decrease socioeconomic inequalities in birth weight for GA.



2016 ◽  
Vol 46 (3) ◽  
pp. 365-377 ◽  
Author(s):  
Kristine Marceau ◽  
Rohan H. C. Palmer ◽  
Jenae M. Neiderhiser ◽  
Taylor F. Smith ◽  
John E. McGeary ◽  
...  


2020 ◽  
Vol 79 (OCE2) ◽  
Author(s):  
Juliana Nyasordzi ◽  
Katharina Penczynski ◽  
Thomas Remer ◽  
Anette Buyken

AbstractIntroductionEarly life factors may predispose an offspring to cardiovascular risk factors in later life. It is plausible a range of exposures in early life may be involved in this predisposition, which may extend to “healthy” populations in Western populations.We examined the association between a number of early life factors with the carotid intima-media thickness (IMT), a surrogate marker of atherosclerosis, in early adulthood of a healthy German population.MethodsWe studied term participants (n = 265) of the DONALD Study, with a bilateral sonographic measurement of the IMT in young adulthood (18–40 years) and data on early life factors (maternal and paternal age at child birth, birth weight (including appropriateness of birth weight- for gestational age), gestational weight gain and full breastfeeding (breastfeeding > 17weeks). Sonographic IMT measurements were performed on the left and right common carotid artery using a minimum of 4 measurements. Mean IMT values were obtained averaging the measurements from both sides, an overall average obtained from 8 and 16 measurement of both sides was used for this analysis. Information on gestation and birth were abstracted from the “Mutterpass”, maternal and paternal age at birth were inquired at study entry and breastfeeding information was assessed prospectively. Prospective association between early life factors and IMT were analyzed using multivariable linear regression models, considering age at IMT measurement, physician taking the measurement, in addition: birth year, first born status, maternal and paternal educational status, maternal overweight, presence of smokers in the household tested for potential confounding.ResultsMean adult IMT was 0.56mm ± 0.03, range: 0.41mm-0.78 mm. Maternal age at child birth was of prospective relevance for IMT in young adulthood, however, this association was sex specific: Increased maternal age at child birth was independently associated with an increased IMT among female offspring during young adulthood (β 0.029, SE 0.009) mm/decade, P = 0.003) only, this was not mediated by adult waist circumference. None of the remaining early life factors showed relevance for adult IMT levels among males and females in early adulthood.ConclusionThis study suggests that advanced maternal age at child birth is of prospective relevance for IMT levels in younger adulthood in a healthy Western population. This association appears to be sex specific, with maternal age at child birth positively associated with IMT in females in early adulthood only.





2017 ◽  
Vol 9 (1) ◽  
pp. 89-102 ◽  
Author(s):  
Nazim Habibov ◽  
Lida Fan ◽  
Derek Campbell ◽  
Chi Ho Cheung


Epidemiology ◽  
2007 ◽  
Vol 18 (Suppl) ◽  
pp. S153
Author(s):  
K Kordas ◽  
A Ettinger ◽  
M Tellez Rojo ◽  
M Hernandez Avila ◽  
H Lamadrid


2020 ◽  
Vol 113 (10) ◽  
pp. 482-487
Author(s):  
Kelsey Pearson ◽  
Kristine C. Jordan ◽  
Julie Metos ◽  
Richard Holubkov ◽  
M. Nazeem Nanjee ◽  
...  


2021 ◽  
Vol 2021 ◽  
pp. 1-9
Author(s):  
Jackline D. Mrema ◽  
Ester Elisaria ◽  
Akwilina W. Mwanri ◽  
Cornelio M. Nyaruhucha

Background. Undernutrition is the most dominant form of malnutrition among children in developing countries. Studies conducted in Tanzania have reported high levels of undernutrition among children below five years of age. However, there is limited information on differences in stunting prevalence across agroecological zones. This study aimed to determine the prevalence of undernutrition and its determinants in the lowland and highland areas in Kilosa District, Tanzania. Methods. A cross-sectional study was conducted in a sample of 200 randomly selected households from the lowland and 141 from the highland areas of Kilosa District in Morogoro Region, Tanzania. Sociodemographic, feeding practices, hygiene, and sanitation data were collected using a structured questionnaire. Weight and height of children were measured using a standard procedure, and age was calculated from the birth date obtained from the child growth card. Anthropometric data were analyzed by using Emergency Nutrition Assessment (ENA) software. The logistic regression model was used to explore the determinants of undernutrition. Results. Prevalence of stunting, underweight, and wasting was 41.0%, 11.5%, and 2.5% in lowland and 64.5%, 22.0%, and 1.4% in highland areas, respectively. The prevalence of stunting and underweight was higher in the highland compared to the lowland areas ( p < 0.001 ). Significant determinants of underweight were areas of residence (AOR 4.21, 95% CI: 1.62–10.9), age of the children (AOR 5.85, 95% CI: 1.81–18.97), and child birth weight (AOR, 4.98 95% CI: 1.65–15.05), while determinants of stunting were the area of residence (AOR, 2.77 95% CI: 1.43–5.36), maternal age (AOR, 0.33 95% CI: 0.14–0.79), sex of a child (AOR, 1.89 95% CI: 1.03–3.50), and child birth weight (AOR, 3.29 95% CI: 1.21–8.97). Conclusion. The prevalence of undernutrition, especially stunting and underweight, was high in the study areas. Determinants of stunting differed between highlands and lowland areas, highlighting the needs of having properly integrated interventions based on the geographical location.



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