Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model
Background: At birth, the wet neonate is suddenly confronted with a cold and dry weather and reacts to this new situation by increasing heat production. Hypothermia is an important determinant of the survival of newborns, especially among low-birth-weight babies. Prolonged hypothermia leads to edema...
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Manipal College of Medical Sciences, Pokhara
2015-11-01
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doaj-4d5df337dca24897ba4e8215a3864eba2020-11-25T03:23:08ZengManipal College of Medical Sciences, PokharaAsian Journal of Medical Sciences2467-91002091-05762015-11-01723438https://doi.org/10.3126/ajms.v7i2.13335Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov modelSara Jambarsang 0Department of Biostatistics, School of Paramedical Sciences, Shahid Beheshti University of Medical Sciences, Tehran http://orcid.org/0000-0001-6814-0331Background: At birth, the wet neonate is suddenly confronted with a cold and dry weather and reacts to this new situation by increasing heat production. Hypothermia is an important determinant of the survival of newborns, especially among low-birth-weight babies. Prolonged hypothermia leads to edema, general hemorrhage, jaundice and death. Aims and Objectives: the aim of this observational longitudinal study is to examine effective factors on passing the hypothermia state. Materials and Methods: In this study rectal temperature was measured immediately after birth and every half hour after that for 439 neonates, until they passed hypothermia stage. The rate of transition between states of neonatal hypothermia and effect of covariates, newborn baby birth weight, Apgar score and environmental temperature on it is estimated by multi state Markov model. Results: Newborn baby weight and environmental temperature were significant effect on transition rate from mild to normal hypothermia, too, but the Apgar score effect was not significant. Mean sojourn times in mild hypothermia state for three birth weight levels, very light, light and normal are 38, 29 and 22 min respectively. In addition, in the environmental temperature over 28 ºC, the average time in which the neonate remained in mild hypothermia state was shorter than that in the environmental temperature below 28 ºC (29 vs. 38 min). Conclusions: Since the birth weight is not under the control of the health personnel, keeping a suitable thermal environment for the newborns results in a faster change from hypothermia to a normal state. Therefore, training in this area is of enormous importance.https://www.nepjol.info/index.php/AJMS/article/view/13335neonatal careneonatal weightenvironmental temperaturemulti state markov modelstransition rate |
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DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sara Jambarsang |
spellingShingle |
Sara Jambarsang Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model Asian Journal of Medical Sciences neonatal care neonatal weight environmental temperature multi state markov models transition rate |
author_facet |
Sara Jambarsang |
author_sort |
Sara Jambarsang |
title |
Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model |
title_short |
Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model |
title_full |
Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model |
title_fullStr |
Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model |
title_full_unstemmed |
Investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model |
title_sort |
investigating the factors affecting the transition rates between states of neonatal hypothermia using markov model |
publisher |
Manipal College of Medical Sciences, Pokhara |
series |
Asian Journal of Medical Sciences |
issn |
2467-9100 2091-0576 |
publishDate |
2015-11-01 |
description |
Background: At birth, the wet neonate is suddenly confronted with a cold and dry weather and reacts to this new situation by increasing heat production. Hypothermia is an important determinant of the survival of newborns, especially among low-birth-weight babies. Prolonged hypothermia leads to edema, general hemorrhage, jaundice and death.
Aims and Objectives: the aim of this observational longitudinal study is to examine effective factors on passing the hypothermia state.
Materials and Methods: In this study rectal temperature was measured immediately after birth and every half hour after that for 439 neonates, until they passed hypothermia stage. The rate of transition between states of neonatal hypothermia and effect of covariates, newborn baby birth weight, Apgar score and environmental temperature on it is estimated by multi state Markov model.
Results: Newborn baby weight and environmental temperature were significant effect on transition rate from mild to normal hypothermia, too, but the Apgar score effect was not significant. Mean sojourn times in mild hypothermia state for three birth weight levels, very light, light and normal are 38, 29 and 22 min respectively. In addition, in the environmental temperature over 28 ºC, the average time in which the neonate remained in mild hypothermia state was shorter than that in the environmental temperature below 28 ºC (29 vs. 38 min).
Conclusions: Since the birth weight is not under the control of the health personnel, keeping a suitable thermal environment for the newborns results in a faster change from hypothermia to a normal state. Therefore, training in this area is of enormous importance. |
topic |
neonatal care neonatal weight environmental temperature multi state markov models transition rate |
url |
https://www.nepjol.info/index.php/AJMS/article/view/13335 |
work_keys_str_mv |
AT sarajambarsang investigatingthefactorsaffectingthetransitionratesbetweenstatesofneonatalhypothermiausingmarkovmodel |
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