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Knowledge Discovery in Nursing Minimum Data Set Using Data Mining
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Myonghwa Park, Jeong Sook Park, Chong Nam Kim, Kyung Min Park, Young Sook Kwon
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Journal of Korean Academy of Nursing 2006;36(4):652-661. Published online March 28, 2017
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DOI: https://doi.org/10.4040/jkan.2006.36.4.652
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Abstract
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Purpose
The purposes of this study were to apply data mining tool to nursing specific knowledge discovery process and to identify the utilization of data mining skill for clinical decision making.
Methods
Data mining based on rough set model was conducted on a large clinical data set containing NMDS elements. Randomized 1000 patient data were selected from year 1998 database which had at least one of the five most frequently used nursing diagnoses. Patient characteristics and care service characteristics including nursing diagnoses, interventions and outcomes were analyzed to derive the meaningful decision rules.
Results
Number of comorbidity, marital status, nursing diagnosis related to risk for infection and nursing intervention related to infection protection, and discharge status were the predictors that could determine the length of stay. Four variables (age, impaired skin integrity, pain, and discharge status) were identified as valuable predictors for nursing outcome, relived pain. Five variables (age, pain, potential for infection, marital status, and primary disease) were identified as important predictors for mortality.
Conclusions
This study demonstrated the utilization of data mining method through a large data set with stan-dardized language format to identify the contribution of nursing care to patient's health.
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Citations
Citations to this article as recorded by 
- Standardized Nursing Diagnoses in a Surgical Hospital Setting: A Retrospective Study Based on Electronic Health Data
Manuele Cesare, Fabio D’agostino, Massimo Maurici, Maurizio Zega, Valentina Zeffiro, Antonello Cocchieri SAGE Open Nursing.2023;[Epub] CrossRef - Predictors for Successful Smoking Cessation in Korean Adults
Young-Ju Kim Asian Nursing Research.2014; 8(1): 1. CrossRef
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Development and Application of an Online Alternative Therapy and Health Promotion Class
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Jeong Sook Park, Young Sook Kwon, Hye Ran Lee
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Journal of Korean Academy of Nursing 2006;36(2):286-298. Published online March 28, 2017
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DOI: https://doi.org/10.4040/jkan.2006.36.2.286
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Abstract
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Purpose
This study was to develop an online ‘ alternative therapy and health promotion’ class for university students and to evaluate its changes.
Method
The online class was developed based on the Instructional Systems Development (ISD) model and model of Web-Based Instruction (WBI) developmental process. This was a quasi- experimental, one group pretest-posttest design. The subjects of this study were 130 students in 3 universities, and they were provided the cyber class for 16 weeks. Data was analyzed by descriptive and plural answer statistics, and paired t-test.
Results
The cyber class was developed in five steps : analysis, design, data collection and reconstruction, programing and publishing, and evaluation. The results of program evaluation were positive, which included learning 3.47, system 3.57, and learning satisfaction 3.64 on the scale of 5. The posttest scores of cognition and reliability of alternative therapy were higher than pretest scores. The posttest score of health promoting lifestyle (t=-5.051, p=.000) and perceived health status (t=2.979, p=.003) were significantly higher than those of the pretest.
Conclusion
These results suggest that the cyber class is a positive method in increasing a cognition, reliability of alternative therapy, and is effective to improve a health promotion lifestyle and perceived health status for the university students.
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Citations
Citations to this article as recorded by 
- Self-reported Realities of Health Behavior of Undergraduate Students After Web-based Health Promotion Education: Qualitative Content Analysis
Joo Hyun Kim, Eun Young Park, Kyung Choon Lim The Journal of Korean Academic Society of Nursing Education.2012; 18(3): 413. CrossRef
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The Effects of Dogbi(ST35) & Sulan Moxibustion on Knee Joint Pain, Range of Motion and Discomfort during ADL in the Aged
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Jeong Sook Park, Soon Jo Kwon, Young Sook Kwon
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Journal of Korean Academy of Nursing 2006;36(1):189-196. Published online February 28, 2006
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DOI: https://doi.org/10.4040/jkan.2006.36.1.189
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Abstract
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Purpose
The purpose of this research was to test the effects of ST35 & Sulan moxibustion on knee joint pain, range of motion, and discomfort during Activies of Daily Living (ADL) in elderly with knee joint pain.
Method
A nonequivalent control group pre-post test research design was used. Thirty four elderly who had knee joint pain were studied. Of them, sixteen were in the experimental group and eighteen the control group. The instruments used for this study were NRS, goniometer, and a modified ADL questionnaire developed by Lee.
Result
The pain scores of right & left knee joint after moxibustion were significantly different between the experimental group and the control group (Right: F=26.27, p=0.000, Left: F=20.77, p=0.000). Right and left knee ROM scores were significantly different between the experimental group and the control group after moxibustion (Right: F=10.74, p=0.003, Left: F=9.239, p=0.005). Discomfort during ADL scores were significantly different between the experimental group and the control group after moxibustion (F= 32.31, p=0.000).
Conclusion
It is necessary that nurses provide the elderly with knee joint pain with moxibustion to reduce joint pain and to increase knee ROM as an alternative therapy.
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Citations
Citations to this article as recorded by 
- Importance, Performance and Rates of Nurse Performance of Nursing Interventions in Long-term Care Hospitals
Sunmi Kim, Seok Hee Jeong, Myung Ha Lee, Hyun Kyung Kim Journal of Korean Academy of Nursing Administration.2017; 23(4): 359. CrossRef - The effects of Moxibustion Therapy on Chronic Low Back Pain, Daily Living Disability and Sleep Pattern in Elderly Women
Hye-Jeong Kim Journal of the Korea Academia-Industrial cooperation Society.2016; 17(7): 301. CrossRef - Perceptions of Adequacy and Job Performance of Nurse Assistant Nursing Jobs according to Registered Nurses and Nurse Assistants in Geriatric Hospitals, and Caregivers
Myung Hee Cho, Kye Ha Kim Journal of Korean Academy of Nursing Administration.2016; 22(4): 384. CrossRef - Knowledge, Attitudes, Beliefs, and Practices in Registered Nurses and Care Aids About Urinary Incontinence in Korean Nursing Homes
Sunah Park, Jennie C. De Gagne, Aeyoung So, Mary H. Palmer Journal of Wound, Ostomy & Continence Nursing.2015; 42(2): 183. CrossRef - Moxibustion for treating knee osteoarthritis: study protocol of a multicentre randomised controlled trial
Seunghoon Lee, Kun Hyung Kim, Tae-Hun Kim, Jung-Eun Kim, Joo-Hee Kim, Jung Won Kang, Kyung-Won Kang, So-Young Jung, Ae-Ran Kim, Hyo-Ju Park, Mi-Suk Shin, Kwon-Eui Hong, Ho-Sueb Song, Jin-Bong Choi, Hyung-Jun Kim, Sun-Mi Choi BMC Complementary and Alternative Medicine.2013;[Epub] CrossRef - Safety of 4-week Indirect-moxibustion Therapy at CV4 and CV8
Chang-Gue Son Journal of Acupuncture and Meridian Studies.2011; 4(4): 262. CrossRef - The Effects of a Case Management Program of Customized Home Visiting Health Service for Clients with Arthritis
Soon-Ok Yang, Myung Soon Kwon, Yong-Jun Choi, Seung-Hee Lee Journal of Korean Academy of Community Health Nursing.2011; 22(2): 151. CrossRef - Adverse events of moxibustion: A systematic review
Ji-Eun Park, Song-Shil Lee, Myeong Soo Lee, Sun-Mi Choi, Edzard Ernst Complementary Therapies in Medicine.2010; 18(5): 215. CrossRef - A Survey on the Customized Visiting Nurse's Assessment and Management of Chronic Musculoskeletal Pain in Older Adults
Soon-Ok Yang, Seung-Hee Lee Journal of Korean Academy of Community Health Nursing.2010; 21(3): 311. CrossRef - The Effects of Hand Acupuncture · Moxibustion Therapy on Elders' Shoulder Pain, ADL/IADL and Sleep Disorders
Young-Ock Lee, Chungnam Kim Journal of Korean Academy of Community Health Nursing.2010; 21(2): 229. CrossRef
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The Effect of Health Education on the Performance of Health Promoting Behavior in College Students
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Jeong Sook Park, Chung Ja Park, Young Sook Kwon
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Journal of Nurses Academic Society 1996;26(2):359-371. Published online March 30, 2017
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DOI: https://doi.org/10.4040/jnas.1996.26.2.359
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Abstract
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This study has been done for the purpose of testing the effect of health education on the performance of health promoting behavior in college students, and identifying the factors affecting health promoting behaviors. A Nonequivalent control group posttest research design was used. Two hundred thirty college students at K College in T city were studied, Of them, 114 who attended a systematic health education session for three hours a week during one semester were the experimental group. And 116 college students who were chosen of matched sampling of grade, class and sex were the control group. This study was conducted from March 1 to July 2, 1995. The instruments used for this study included a survey of general characteristics, perceived health status, self-esteem, health promoting behavior and health locus of control. Analysis of data was done by use of mean, t-test, Pearson correlation coefficient and multiple regression. The results of this study are summerized as follows; 1) The average item score for the health promoting behavior was low at 2.52. In the sub-categories, the highest degree of performance was 'harmonious relationships', following 'sanitary life', 'self-esteem', 'rest and sleep', and 'emotional support' and the lowest degree was 'professional health management'. 2) Hypothesis 1 that the college students who get health education will have a higher degree of health promoting behavior than the college students who do not get health education was accepted. There was a statistically significant difference between the average of the experimental group, 2.60, and the average of the control group, 2.45.(t=11.30, p=0.0009). 3) Hypothesis 2 that the college students who get health education will have a higher score of perceived health status than college students who do not get the health education was rejected. (t=1.13, p=0.289) 4) Performance of health promoting behavior was positively correlated with self-esteem and grade and negatively correlated with perceived health status. 5) The most important factor affecting performance of health promoting behavior was self-esteem. The following suggestions are made based on the above results; 1) Replication of the research is needed to confirm effects of health education. 2) More effective health education programs need to be deveolped through by modification of teaching methods and content analysis of health education. 3) Other factors affecting health promoting behavior should be identified. 4) Nursing colleges or departments of nursing should make an effort to develop and carry out various health education programs for the health promotion of all college students.
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