A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes

Purpose: This study was conducted to develop and test a hypothetical model to predict health outcomes in young people with type 2 diabetes. Methods: Data were collected from 190 adults aged 23–45 with type 2 diabetes mellitus who visited the endocrinology outpatient department of the two university...

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Main Authors: Sun Young Jung, MSN, RN, Sook Ja Lee, PhD, RN, Sun Hee Kim, MEd, RN, Kyung Mi Jung, MEd, RN
Format: Article
Language:English
Published: Elsevier 2015-03-01
Series:Asian Nursing Research
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1976131715000092
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spelling doaj-f828b05906ae416bbd66d12157cfaa302020-11-24T21:33:46ZengElsevierAsian Nursing Research1976-13172015-03-0191738010.1016/j.anr.2014.11.002A Predictive Model of Health Outcomes for Young People with Type 2 DiabetesSun Young Jung, MSN, RN0Sook Ja Lee, PhD, RN1Sun Hee Kim, MEd, RN2Kyung Mi Jung, MEd, RN3College of Nursing, Korea University, Seoul, South KoreaCollege of Nursing, Korea University, Seoul, South KoreaNursing Department, Korea University Ansan Hospital, Gyeonggi, South KoreaDiabetes Center, Korea University Anam Hospital, Seoul, South KoreaPurpose: This study was conducted to develop and test a hypothetical model to predict health outcomes in young people with type 2 diabetes. Methods: Data were collected from 190 adults aged 23–45 with type 2 diabetes mellitus who visited the endocrinology outpatient department of the two university hospitals in South Korea from November 2, 2012 to March 7, 2013. Data collection used the structured questionnaires and patient medical records. The descriptive and correlation statistics were analyzed using PASW 18.0 and structural equation modeling procedure was performed using the AMOS 18.0 program. Results: The fit of the hypothetical model was appropriate with the ratio of the chi-square statistic to degrees of freedom at 17.00, goodness-of-fit index at .975, adjusted goodness-of-fit index at .930, root mean square error of approximation at .061, normed fit index at .926, Turker-Lewis index at .929, comparative fit index at .966. Behavioral skills were a critical factor that directly affects self-management behaviors. Through behavioral skills, motivation had a statistically significant indirect effect on self-management behavior. Self-management behavior had a statistically significant direct effect on health outcome. Through self-management behavior, behavioral skills had a statistically significant indirect effect on health outcome. These variables explained 17.9% of the total variance for the health outcome in young people with type 2 diabetes. Conclusions: The results suggest that self-management behavior could be improved through nursing interventions promoting personal motivation (positive attitude), social motivation (social support), and behavioral skills (self efficacy), which can result in better health outcomes for young people with type 2 diabetes.http://www.sciencedirect.com/science/article/pii/S1976131715000092glycosylated hemoglobin Ahealth statusself-caretype 2 diabetes mellitus
collection DOAJ
language English
format Article
sources DOAJ
author Sun Young Jung, MSN, RN
Sook Ja Lee, PhD, RN
Sun Hee Kim, MEd, RN
Kyung Mi Jung, MEd, RN
spellingShingle Sun Young Jung, MSN, RN
Sook Ja Lee, PhD, RN
Sun Hee Kim, MEd, RN
Kyung Mi Jung, MEd, RN
A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes
Asian Nursing Research
glycosylated hemoglobin A
health status
self-care
type 2 diabetes mellitus
author_facet Sun Young Jung, MSN, RN
Sook Ja Lee, PhD, RN
Sun Hee Kim, MEd, RN
Kyung Mi Jung, MEd, RN
author_sort Sun Young Jung, MSN, RN
title A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes
title_short A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes
title_full A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes
title_fullStr A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes
title_full_unstemmed A Predictive Model of Health Outcomes for Young People with Type 2 Diabetes
title_sort predictive model of health outcomes for young people with type 2 diabetes
publisher Elsevier
series Asian Nursing Research
issn 1976-1317
publishDate 2015-03-01
description Purpose: This study was conducted to develop and test a hypothetical model to predict health outcomes in young people with type 2 diabetes. Methods: Data were collected from 190 adults aged 23–45 with type 2 diabetes mellitus who visited the endocrinology outpatient department of the two university hospitals in South Korea from November 2, 2012 to March 7, 2013. Data collection used the structured questionnaires and patient medical records. The descriptive and correlation statistics were analyzed using PASW 18.0 and structural equation modeling procedure was performed using the AMOS 18.0 program. Results: The fit of the hypothetical model was appropriate with the ratio of the chi-square statistic to degrees of freedom at 17.00, goodness-of-fit index at .975, adjusted goodness-of-fit index at .930, root mean square error of approximation at .061, normed fit index at .926, Turker-Lewis index at .929, comparative fit index at .966. Behavioral skills were a critical factor that directly affects self-management behaviors. Through behavioral skills, motivation had a statistically significant indirect effect on self-management behavior. Self-management behavior had a statistically significant direct effect on health outcome. Through self-management behavior, behavioral skills had a statistically significant indirect effect on health outcome. These variables explained 17.9% of the total variance for the health outcome in young people with type 2 diabetes. Conclusions: The results suggest that self-management behavior could be improved through nursing interventions promoting personal motivation (positive attitude), social motivation (social support), and behavioral skills (self efficacy), which can result in better health outcomes for young people with type 2 diabetes.
topic glycosylated hemoglobin A
health status
self-care
type 2 diabetes mellitus
url http://www.sciencedirect.com/science/article/pii/S1976131715000092
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