본문 바로가기
KERD
논문KCI 등재

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

1

조회

0

다운로드

3

인용

0

참고문헌

키워드

주제분류간호학

초록

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.

Abstract

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.

참고문헌 (30)

  1. "Preterm birth" (2018)[URL]
  2. "2019 Birth statistics" (2020)[URL]
  3. Blencowe H, "National, regional, and worldwide estimates of preterm birth rates in the year 2010 with time trends since 1990 for selected countries: A systematic analysis and implications", Lancet, 379(9832), pp.2162~2172 (2012)[DOI]
  4. "Health outcomes for preemies" (2020)[URL]
  5. 김기은, "미숙아와 만삭아의 발달 단계에 따른 어머니의 양육 스트레스", 한국모자보건학회지, 24(3), pp.162~169 (2020), 한국모자보건학회[DOI]
  6. Purdy IB, "NICU discharge planning and beyond : Recommendations for parent psychosocial support", Journal of Perinatology, 35, pp.S24~S28 (2015)[DOI]
  7. Gardon L, "Neurodevelopmental outcome and adaptive behaviour in extremely low birth weight infants at 2 years of corrected age", Early Human Development, 128, pp.81~85 (2019)[DOI]
  8. 김정순, "근거이론에 기반한 미숙아 부모의 양육 경험", 한국모자보건학회지, 23(4), pp.232~240 (2019), 한국모자보건학회[DOI]
  9. Suttora C, "From prematurity to parenting stress : The mediating role of perinatal post-traumatic stress disorder", European Journal of Developmental Psychology, 11(4), pp.478~493 (2014)[DOI]
  10. Howe TH, "Parenting stress in families with very low birth weight preterm infants in early infancy", Research in Developmental Disabilities, 35(7), pp.1748~1756 (2014)[DOI]
  11. Whittingham K, "Parenting and prematurity : Understanding parent experience and preferences for support", Journal of Child and Family Studies, 23, pp.1050~1061 (2014)[DOI]
  12. Toscano C, "Controlling parenting behaviors in parents of children born preterm : A meta-analysis", Journal of Developmental and Behavioral Pediatrics, 41(3), pp.230~241 (2020)[DOI]
  13. Neel MLM, "Parenting style impacts cognitive and behavioural outcomes of former preterm infants : A systematic review", Child : Care, Health and Development, 44(4), pp.507~515 (2018)[DOI]
  14. 이상미, "미숙아로 출생한 학령전기 아동 어머니의 양육 스트레스의 영향요인", Child Health Nursing Research, 23(4), pp.470~478 (2017), 한국아동간호학회[DOI]
  15. 강지연, "간호사의 직장 내 괴롭힘 관련 온라인 뉴스기사 댓글에 대한 토픽 모델링 분석", Journal of Korean Academy of Nursing, 49(6), pp.736~747 (2019), 한국간호과학회[DOI]
  16. 이상아, "텍스트마이닝을 활용한 발달장애 신문기사 분석: 조기선별과 조기중재를 중심으로", 특수아동교육연구, 22(1), pp.1~27 (2020), 한국특수아동학회[DOI]
  17. Gray PH, "Parenting stress in mothers of preterm infants during early infancy", Early Human Development, 88(1), pp.45~49 (2012)[DOI]
  18. 왕상, "온라인 뉴스 이용 동기가 수용의도와 만족도에 미치는 영향 - 한·중 대학생을 비교 중심으로 -", 한국콘텐츠학회 논문지, 20(6), pp.293~311 (2020), 한국콘텐츠학회[DOI]
  19. "Search engine" (2020)[URL]
  20. "National health information portal" (2016)[URL]
  21. "Big data solution textom manual" (2019)[URL]
  22. Robertson SE, "The probability ranking principle in IR", Journal of Documentation, 33(4), pp.294~304 (1977)[DOI]
  23. Mansouri V, "Vocabulary Instruction: Software Flashcards vs. Word Clouds", Advances in Language and Literary Studies, 6(1), pp.41~45 (2015), Australian International Academic Centre[DOI]
  24. Beak YM, "Text-mining using R", pp.13~235 (2017), HanulMPlus
  25. Brummelte S, "Declining cognitive development from 8 to 18 months in preterm children predicts persisting higher parenting stress", Early Human Development, 87(4), pp.273~280 (2011)[DOI]
  26. Pisoni C, "Early parenting intervention promotes 24-month psychomotor development in preterm children", Acta Paediatrica, 110(1), pp.101~108 (2020)[DOI]
  27. Cho ES, "The effect of kangaroo care in the neonatal intensive care unit on the physiological functions of preterm infants, maternal-infant attachment, and maternal stress", Journal of Pediatric Nursing, 31(4), pp.430~438 (2016)[DOI]
  28. Kim MA, "Effects of tactile stimulation by fathers on physiological responses and paternal attachment in infants in the NICU : A pilot study", Jorunal of Child Health Care, 21(1), pp.36~45 (2017)[DOI]
  29. 이명순, "영아부모 양육지원 방안 모색을 위한 부모역량 및 요구 분석", 유아교육·보육복지연구, 20(4), pp.435~456 (2016), 한국유아교육ㆍ보육복지학회
  30. 정보미, "영아기 첫 자녀를 둔 맞벌이 부부의 부모교육 경험 및 요구", 아동교육, 25(3), pp.377~393 (2016), 한국아동교육학회[DOI]

관련 논문AI추천

이 간행물의 다른 논문 (9건)