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A Predictive Model using Decision Tree Method on Demand for Alternative Feeding Education by Nurses

의사결정나무분석법을 이용한 간호사의 대체수유교육요구 예측모형

  • 오진아 (인제대학교 간호학과) ;
  • 윤채민 (인제대학교 대학원 간호학과) ;
  • 김병수 (인제대학교 통계학과)
  • Received : 2009.12.16
  • Accepted : 2010.01.14
  • Published : 2010.01.31

Abstract

Purpose: One of the main reasons why mothers quit breast feeding is that the volume of breast milk is inadequate due to insufficiency in suckling. We believe suckling experience may be a factor affecting nipple confusion. So an alternative feeding method, namely cup, spoon, finger, or nasogastric tube feeding may be needed to prevent nipple confusion. The purpose of this study was to construct a predictive model for demand for alternative feeding education by nurses. Methods: A descriptive design with structured self-report questionnaires was used for this study. Data from 175 nurses working in hospitals in Busan were collected between April 1 and 15, 2009. Data were analyzed by decision tree method, one of the data mining techniques using SAS 9.1 and Enterprise Miner 4.3 program. Results: Of the nurses, 81.1% demanded alternative feeding education and 5 factors showed that most of them expressed intention to pay, desire to know about alternative feeding, age, and learning experience. From these results, the derived model is considered appropriative for explaining and predicting demand for alternative feeding education. Conclusion: This confirms that knowledge and compliance in alternative breast feeding for newborn babies should be correct and any inaccuracies or insufficient information should be supplemented.

Keywords

References

  1. Bae, W. S., Cho, D. H., Seok, K. H., Kim, B. S., Choi, K. L., Lee, J. E., et al. (2004). Data mining using SAS Enterprise miner. Seoul: Kyowoosa.
  2. Choi, J. H., Kang, H. C., Kim, E. S., Lee, S. K., Han, S. T., & Kim, M. K. (2002) Prediction and excess of data mining using decision tree analysis. Seoul: SPSS Academy.
  3. Collins, C. T., Ryan, P., Crownther, C. A., McPhee, A. J., Paterson, S., & Hiller, J. E. (2004). Effect of bottles, cups, and dummies on breast feeding in preterm infants: A randomized controlled trial. British Medical Journal, 329(7459), 193-198. https://doi.org/10.1136/bmj.38131.675914.55
  4. Fisher, C. (1990). A midwife's view of the history of modern breastfeeding practice. International Journal of Gynaecology Obstetric, 31, 47-50.
  5. Franz, K. B., & Fleiss, P. M. (1980). Ineffective sucking as a frequent cause of failure to thrive in the totally breast fed infant. International Congress Series 518. Amsterdam: Excerpta Media.
  6. Howard, C. R., Howard, F. M., Lanpher, B., Eberly, S., deBlieck, E. A., Oakes, D., et al. (2003). Randomized clinical trial of pacifier use and bottle-feeding or cupfeeding and their effect on breastfeeding. Pediatrics, 111, 511-518. https://doi.org/10.1542/peds.111.3.511
  7. Im, B. D., & Park, J. H. (2002). Management state of baby friendly hospital initiative and change in breast feeding rate. Korean Society of Maternal and Child Health, 12, 49-50.
  8. International Board of Lactation Consultant Examiners. (2008). Scope of practice for the International Board Certified Lactation Consultant. Retrieved December 14, 2009, from http://www.iblce.co.kr
  9. Kass, G. (1980). An exploratory technique for investigating larger quantities of categorical data. Applied Statistics, 29, 119-127. https://doi.org/10.2307/2986296
  10. Kim, H. S. (1993). Potential indicators of insufficient milk supply syndrome. Journal of Korean Academy of Nursing, 24, 33-46.
  11. Kim, H. S. (1995). Analysis of the content of telephone counseling with breastfeeding mothers. Journal of Korean Academy of Nursing, 25, 17-29.
  12. Kim, J. H. (2007). Predisposing factors to nipple confusion in neonates. Unpublished master's thesis, Dongguk University, Gyeongju.
  13. Kim, Y. M. (2006). Effects of breastfeeding empowerment program on exclusive breastfeeding. Unpublished doctoral dissertation, Seoul National University, Seoul.
  14. Kim, Y. S., Park, J. W., & Bang, K. S. (2003). Analysis on the effect community based health education program for pregnant women. Journal of Korean Community Health Nursing Academy Society, 17, 192-202.
  15. Ko, B. J. (2003). Relationship between knowledge and performance of breast-feeding among neonatal nurses. Unpublished master's thesis, Konkuk University, Chungju.
  16. Korea Health Industry Development Institute. (2007, May). Guidelines for hospital evaluation programme 2007. Seoul: Ministry of Health and Welfare.
  17. Korea Health Industry Development Institute. (2009, June). Hospital evaluation programme: Survey report 2008. Seoul: Ministry for Health, Welfare and Family Affairs.
  18. Korean National Health and Nutrition Examination Survey. (2008, December). The Korean Health Statistics 2007. Seoul: Ministry for Health, Welfare and Family Affairs.
  19. Lee, J. H., Byun, S. J., & Han, K. J. (1994). Related factors of breast feeding and mother's educational need. Nursing Science, 6, 76-85.
  20. Lee, K. (2003, October). Health Issue: Success and failure of breastfeeding. Health Life, 4-5.
  21. Leefsma, M., & Habatsky, T. (1980). The influence of hospital routine on successful breast feeding. International Congress Series 518. Amsterdam: Excerpta Media.
  22. Marinelli, K. A., Burke, G. S., & Dodd, V. L. (2001). A comparison of the safety of cupfeedings and bottlefeedings in premature infants whose mothers intend to breastfeed. Journal of Perinatology, 21, 350-355. https://doi.org/10.1038/sj.jp.7210539
  23. Merten, S., Dratva, J., & Ackermann-Liebrich, U. (2005). Do babyfriendly hospitals influence breastfeeding duration on a national level? Pediatrics, 116, 702-709. https://doi.org/10.1542/peds.2005-0537
  24. Moon, G. N., Jung, J. H., Lee, S. O., Choi, G. S., Kim, Y. J., Chung, E. S., et al. (1998). Breast feeding practice according to the breast-feeding problem during the first week of postpartum. Korean Journal of Women Health Nursing, 4, 416-428.
  25. Park, Y. A. (2006). Development of job standard for neonatal nurses practitioner in Korea. Unpublished doctoral dissertation, Ewha Womans University, Seoul.
  26. United Nation Children's Fund. (2004). The state of the world's children. London: Oxford University Press.
  27. Wang, H. J., & Kim, I. O. (2009). Effect of rooming-in of new mothers on breast feeding rate. Korean Journal of Women Health Nursing, 15, 5-12. https://doi.org/10.4069/kjwhn.2009.15.1.5
  28. Wilson-Clay, B., & Hoover, K. (2002). The breastfeeding atlas (2nd ed.). Austin, TX: LacNews Press.
  29. World Health Organization. (2002). Health optimal duration of exclusive breastfeeding. Retrieved December 13, 2009, from http://www.who.int

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