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Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward
Malnutrition among women, accessed through body mass index, has great consequences for achieving key national targets. This study introduces the concept of lifetime malnourished period (LMP): the number of years a woman would remain malnourished, either as underweight or overweight given that she is...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7262447/ https://www.ncbi.nlm.nih.gov/pubmed/32490255 http://dx.doi.org/10.1016/j.heliyon.2020.e04073 |
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author | Owoeye, Seyifunmi M. Oseni, Bamidele M. Gayawan, Ezra |
author_facet | Owoeye, Seyifunmi M. Oseni, Bamidele M. Gayawan, Ezra |
author_sort | Owoeye, Seyifunmi M. |
collection | PubMed |
description | Malnutrition among women, accessed through body mass index, has great consequences for achieving key national targets. This study introduces the concept of lifetime malnourished period (LMP): the number of years a woman would remain malnourished, either as underweight or overweight given that she is currently malnourished, and its measures of variation. Markov chain with rewards was used to compute the moments of LMP based on age-specific mortality rates and proportion of women of reproductive age that were either underweight or overweight using data from the 2013 Nigeria Demographic and Health Survey. Each of the two malnutrition status was treated as a Bernoulli-distributed reward with probability taken as the proportion of overweight or underweight women at specific age. Findings indicate that the average LMP for an underweight woman in Nigeria at age 15 years is 2.3 years but 5.8 for overweight. The remaining LMP for underweight is lower among women who attain higher level of education than for those with no or primary level of education with standard deviation reducing with age. Further, we found overweight women from the richest households and those from urban areas to have longer years of remaining in that state of health than their other counterparts, and that longevity contributes more to the variance in LMP for overweight than for underweight women. |
format | Online Article Text |
id | pubmed-7262447 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-72624472020-06-01 Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward Owoeye, Seyifunmi M. Oseni, Bamidele M. Gayawan, Ezra Heliyon Article Malnutrition among women, accessed through body mass index, has great consequences for achieving key national targets. This study introduces the concept of lifetime malnourished period (LMP): the number of years a woman would remain malnourished, either as underweight or overweight given that she is currently malnourished, and its measures of variation. Markov chain with rewards was used to compute the moments of LMP based on age-specific mortality rates and proportion of women of reproductive age that were either underweight or overweight using data from the 2013 Nigeria Demographic and Health Survey. Each of the two malnutrition status was treated as a Bernoulli-distributed reward with probability taken as the proportion of overweight or underweight women at specific age. Findings indicate that the average LMP for an underweight woman in Nigeria at age 15 years is 2.3 years but 5.8 for overweight. The remaining LMP for underweight is lower among women who attain higher level of education than for those with no or primary level of education with standard deviation reducing with age. Further, we found overweight women from the richest households and those from urban areas to have longer years of remaining in that state of health than their other counterparts, and that longevity contributes more to the variance in LMP for overweight than for underweight women. Elsevier 2020-05-28 /pmc/articles/PMC7262447/ /pubmed/32490255 http://dx.doi.org/10.1016/j.heliyon.2020.e04073 Text en © 2020 Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Owoeye, Seyifunmi M. Oseni, Bamidele M. Gayawan, Ezra Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward |
title | Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward |
title_full | Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward |
title_fullStr | Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward |
title_full_unstemmed | Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward |
title_short | Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward |
title_sort | estimating lifetime malnourished period and its statistics based on the concept of markov chain with reward |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7262447/ https://www.ncbi.nlm.nih.gov/pubmed/32490255 http://dx.doi.org/10.1016/j.heliyon.2020.e04073 |
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