Risk factors for delayed breastfeeding initiation based on decision tree model and logistic regression model
10.11817/j.issn.1672-7347.2018.03.012
- VernacularTitle:决策树与logistic回归模型用于开奶时间延迟影响因素分析
- Author:
Cheng CHEN
1
;
Yan YAN
;
Qiong HE
;
Xiao GAO
;
Shiting XIANG
;
Tingting SHA
;
Shiping LIU
;
Guangyu ZENG
;
Ling LI
Author Information
1. 中南大学湘雅公共卫生学院流行病学与卫生统计学系
- Keywords:
breastfeeding;
cesarean section;
decision trees;
delayed breastfeeding initiation
- From:
Journal of Central South University(Medical Sciences)
2018;43(3):306-312
- CountryChina
- Language:Chinese
-
Abstract:
Objective:To determine influential factors for delayed breastfeeding initiation.Methods:Using questionnaires to collect the data of 950 pregnant women and infants' feeding practices in Changsha,Hunan,logistic regression and decision tree model were used to determine influential factors for delayed breastfeeding initiation.Results:Mothers with timely breastfeeding initiation were 594 (62.5%),and those with delayed breastfeeding initiation accounted for 356 (37.5%).Mothers with timely breastfeeding initiation were more likely to use exclusive breastfeeding than those with delayed breastfeeding initiation (P<0.05).Four risk factors were found by logistic regression model and decision tree model,including cesarean delivery,using feeding-bottle before breastfeeding initiation,falling ill,and vomiting during pregnancy.Receiver operating characteristic curve showed no significant difference in the predictive effect of the 2 models (Z=0.142,P=0.889).Conclusion:Cesarean delivery,using feeding-bottle before initiation of breastfeeding,and poor physical condition during pregnancy exert negatively effects on breastfeeding initiation.Health workers should help mother to timely initiate breastfeeding and enhance their confidence in exclusive breastfeeding.