Cargando…

Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling

PURPOSE: The purpose of this study was to identify the supportive care needs of parents of preterm children in South Korea using text data from a portal site. METHODS: In total, 628 online newspaper articles and 1,966 social network service posts published between January 1 and December 31, 2019 wer...

Descripción completa

Detalles Bibliográficos
Autores principales: Park, Ji Hyeon, Lee, Hanna, Cho, Haeryun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Academy of Child Health Nursing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8650870/
https://www.ncbi.nlm.nih.gov/pubmed/35004495
http://dx.doi.org/10.4094/chnr.2021.27.1.34
_version_ 1784611289484492800
author Park, Ji Hyeon
Lee, Hanna
Cho, Haeryun
author_facet Park, Ji Hyeon
Lee, Hanna
Cho, Haeryun
author_sort Park, Ji Hyeon
collection PubMed
description PURPOSE: The purpose of this study was to identify the supportive care needs of parents of preterm children in South Korea using text data from a portal site. METHODS: In total, 628 online newspaper articles and 1,966 social network service posts published between January 1 and December 31, 2019 were analyzed. The procedures in this study were conducted in the following order: keyword selection, data collection, morpheme analysis, keyword analysis, and topic modeling. RESULTS: The term “yirundung-yi”, which is a native Korean word referring to premature infants, was confirmed to be a useful term for parents. The following four topics were identified as the supportive care needs of parents of preterm children: 1) a vague fear of caring for a baby upon imminent neonatal intensive care unit discharge, 2) real-world difficulties encountered while caring for preterm children, 3) concerns about growth and development problems, and 4) anxiety about possible complications. CONCLUSION: Supportive care interventions for parents of preterm children should include general parenting methods for babies. A team composed of multidisciplinary experts must support the individual growth and development of preterm children and manage the complications of prematurity using highly accessible media.
format Online
Article
Text
id pubmed-8650870
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Korean Academy of Child Health Nursing
record_format MEDLINE/PubMed
spelling pubmed-86508702022-01-07 Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling Park, Ji Hyeon Lee, Hanna Cho, Haeryun Child Health Nurs Res Original Article PURPOSE: The purpose of this study was to identify the supportive care needs of parents of preterm children in South Korea using text data from a portal site. METHODS: In total, 628 online newspaper articles and 1,966 social network service posts published between January 1 and December 31, 2019 were analyzed. The procedures in this study were conducted in the following order: keyword selection, data collection, morpheme analysis, keyword analysis, and topic modeling. RESULTS: The term “yirundung-yi”, which is a native Korean word referring to premature infants, was confirmed to be a useful term for parents. The following four topics were identified as the supportive care needs of parents of preterm children: 1) a vague fear of caring for a baby upon imminent neonatal intensive care unit discharge, 2) real-world difficulties encountered while caring for preterm children, 3) concerns about growth and development problems, and 4) anxiety about possible complications. CONCLUSION: Supportive care interventions for parents of preterm children should include general parenting methods for babies. A team composed of multidisciplinary experts must support the individual growth and development of preterm children and manage the complications of prematurity using highly accessible media. Korean Academy of Child Health Nursing 2021-01 2021-01-31 /pmc/articles/PMC8650870/ /pubmed/35004495 http://dx.doi.org/10.4094/chnr.2021.27.1.34 Text en Copyright © 2021 Korean Academy of Child Health Nursing https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted noncommercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Park, Ji Hyeon
Lee, Hanna
Cho, Haeryun
Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling
title Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling
title_full Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling
title_fullStr Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling
title_full_unstemmed Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling
title_short Analysis of the supportive care needs of the parents of preterm children in South Korea using big data text-mining: Topic modeling
title_sort analysis of the supportive care needs of the parents of preterm children in south korea using big data text-mining: topic modeling
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8650870/
https://www.ncbi.nlm.nih.gov/pubmed/35004495
http://dx.doi.org/10.4094/chnr.2021.27.1.34
work_keys_str_mv AT parkjihyeon analysisofthesupportivecareneedsoftheparentsofpretermchildreninsouthkoreausingbigdatatextminingtopicmodeling
AT leehanna analysisofthesupportivecareneedsoftheparentsofpretermchildreninsouthkoreausingbigdatatextminingtopicmodeling
AT chohaeryun analysisofthesupportivecareneedsoftheparentsofpretermchildreninsouthkoreausingbigdatatextminingtopicmodeling