저자 : 한창호 ( Changho Han ) , 박찬민 ( Chan Min Park ) , 김유정 ( Yujeong Kim ) , 강소라 ( Sora Kang ) , 박태준 ( Tae Jun Park ) , 윤덕용 ( Dukyong Yoon )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 51-58 (8 pages)
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As the healthcare environment is being digitalized and changed rapidly, research using medical big data is increasing. One of the most applicable data is electronic medical records which can provide a large amount of clinically practical meaning. Electronic medical data include patient's demographic information, laboratory test results, imaging and biosignal data. In this article, we provide support for a wide variety of researchers in their efforts to use electronic medical record data accurately and usefully in their work. From the basic concept of the research using electronic medical records to challenging aspects like data integration between multiple institutions are described. Also, examples of each type of data are covered; structured such as numeric data and unstructured such as images, biosignals and narrative text. Using these kinds of electronic medical records, analyses are processed by data cleansing, transforming, and reducing in order. Many kinds of variables such as the exposure and outcome of interest, covariate and the research design can be chosen during the preprocessing. As many machine-learning-based studies as well as epidemiologic-based studies have been conducted using electronic medical records, various research frameworks have been proposed. However, data quality management and data standardization for multi-center data analysis are still remaining as challenging tasks.
저자 : 유지웅 ( Jiwoong Yu ) , 이우주 ( Woojoo Lee )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 59-69 (11 pages)
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Propensity score matching (PSM) is one of the most widely-used causal inference methods to estimate the causal estimands such as average treatment effect or average treatment effect on the treated from observational studies. To implement PSM, a researcher first selects an appropriate set of confounders, estimates the propensity score, and matches the treated group with the control group using a matching algorithm such as nearest neighborhood or optimal matching. In this paper, we highlight the importance of investigating the assumptions employed in the PSM procedure thoroughly because they strongly affect the analysis result, but are not testable using observational data. We explain how to exploit the domain knowledge to avoid the potential risks from the violation of the untestable assumptions, and show how the research purpose is linked to selecting the matching algorithm and downstream analysis after PSM. In addition, to examine the vulnerability of the causal result, we highlight the use of sensitivity analysis for the analysis after PSM. These points are demonstrated in detail using National Supported Work data.
저자 : 김민서 ( Min-seo Kim ) , 배한주 ( Han-ju Bea ) , 이정숙 ( Jung-suk Lee )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 79-85 (7 pages)
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Objectives: The purpose of this study was to identify the relationship of self-leadership, emotional intelligence, social support, and problem-solving ability of nursing college students, and to understand the factors that affect problem-solving ability. Methods: Participants were in 2nd and 3rd grade of nursing students. The collected data were analyzed by SPSS 22.0 program using descriptive statistics, t-test, ANOVA, correlation, and multiple regression analysis. Results: The significant influencing factors of problem-solving ability were self-leadership. β=0.36 (p=0.001), emotional intelligence β=0.15 (p<0.04), social support β=0.29 (p<0.001) and club activity β=0.14 (p<0.02). These factors explained 45.5% of the variance (R2=0.46, p<0.001). Conclusions: This study showed that problem-solving ability were influencing factors on self-leadership and it is necessary to develop various strategies to improve self leadership in nursing college students.
저자 : 조은영 ( Eunyoung Cho ) , 송영숙 ( Yeoungsuk Song )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 86-94 (9 pages)
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Objectives: This study was to investigate the relationship between depression and cardiovascular disease (CVD) risk factors among Korean adults. Methods: A total of subjects from the Korean National Health and Nutrition Examination Survey (VI-2, VIII-1) were 7,417 (men 3,023, women 4,394). The relationship between depression and CVD risk factors of the study subjects were analyzed using descriptive analysis, chi-square test, and multiple logistic regression. Results: The prevalence of diabetes mellitus and hyperlipidemia was 14.9% and 43.5% in depression group and there were stastically signficant. However there was not significantly associated between depression and hypertension, diabetes mellitus, and hyperlipidemia. Conclusions: Although this study showed that depression was not associated with cardiovascular factors such as hypertension, diabetes mellitus, and hyperlipidemia, the prevalence of diabetes and hyperlipidemia in depression group was significant. Therefore, further study is needed to find relationship with depression and CVD risk factors, and develop the intervention program to control depression and CVD risk factors.
저자 : 엄현주 ( Hyun Ju Uhm ) , 박혜자 ( Hye-ja Park )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 95-102 (8 pages)
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Objectives: This study determined the associated factors with low back pain in intensive care unit nurses. Methods: In this cross-sectional correlational study, 85 nurses working at five intensive care units completed questionnaires on the low back pain using visual analogue scale (VAS), use of body mechanics, work-related factors, the Oswestry disability index (%), the FACIT-fatigue, and the mini-sleep questionnaire. A back pain score of ≥4 was considered significant. Data were analyzed with χ2 test, unpaired t-test, Pearson correlation analysis and logistic regression. Results: Forty-five nurses (52.9%) had a significant low back pain score of ≥4 (VAS). Higher low back pain was associated with greater use of body mechanics (r=0.37, p=0.001), higher disability index (r=0.72, p<0.001), greater fatigue (r=0.59, p<0.001), and poorer sleep quality (r=0.36, p=0.001). Low back pain was associated with heavy workload (odds ratio, OR: 4.20, 95% confidence interval, CI: 1.40-12.58) and long standing to work (OR: 3.54, 95% CI: 1.20-10.48). Low back pain was associated with fatigue (OR: 1.18, 95% CI: 1.08-1.30) after adjusting covariates. Conclusions: Low back pain is associated with a heavy workload, long-standing to work, and greater fatigue among intensive care unit nurses.
저자 : 송인명 ( Inmyung Song )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 103-110 (8 pages)
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목적: 전통적인 개발국의 연구결과에 따르면, 인지장애의 위험으로부터 보호하는 교육의 효과가 남녀 간 차이가 있었다. 이에 본 연구에서는 과거 교육기회에 대한 접근성에 있어 남녀 간 차별을 겪었던 고령 한국인들을 대상으로 인지기능과 교육수준 간의 관계에 미치는 성별의 조절효과를 조사하고자 한다.
방법: 본 연구는 전국적인 조사자료인 2018년 고령화연구패널조사자료를 사용하였다. 인지장애는 Mini-Mental State Exam (MMSE) 점수 24점 이하로 정의하였다. 단변량분석에서는 MMSE 점수와 각각의 사회경제학적 변수 또는 행위 변수들 간의 관계를 확인하기 위하여 카이제곱검정을 사용하였다. 공변량을 통제한 상태에서 MMSE 점수와 교육수준 간의 관련성을 확인하기 위해서는 다변량로지스틱 회귀분석을 사용하였으며, 교차비(OR)와 95% 신뢰구간(CI)을 구하였다.
결과: 분석에 포함된 총 5,793명의 대상자 중 31.53%은 교육을 전혀 받지 못하였거나 초등교육만 이수하였다. 이처럼 무교육/초등교육을 받은 대상자는 대학 이상의 교육을 받은 사람에 비해서 인지장애를 겪을 위험이 유의하게 높았다(OR=3.31, 95% CI=3.29-3.34, p<0.001). 낮은 교육수준과 인지장애의 관련성은 남성에 비해서 여성에게서 더 높았다. 교차비는 여성에서 4.58 (95% CI= 4.52-4.65) 남성에서 2.98 (95% CI=2.95-3.00)이었다.
결론: 낮은 교육수준은 인지장애의 위험도 증가와 관련성이 있었으며 그 관련성이 남성보다는 여성에게서 더 높았다. 전통적으로 교육 기회에 대한 차별을 겪었던 여성고령자에게서 교육의 인지기능 보호효과가 클 가능성을 시사한다.
Objectives: In traditionally developed countries, the protective role of higher education on cognitive impairment differed between men and women. This study investigated the moderating impact of sex on the relationship between cognitive function and educational level in older Koreans, who may have experienced inequality in access to educational opportunities in the past. Methods: This study used data from the 2018 Korean Longitudinal Study on Aging (KLoSA), a nationwide panel survey of community-dwelling older adults. Cognitive impairment was defined as a Mini-Mental State Exam (MMSE) score below 24. In univariate analyses, the χ2 test was used to examine the relationship between MMSE and each of sociodemographic and behavioral variables. Multiple logistic regression models were implemented to examine the association between MMSE score and educational level controlling for covariates. Multivariate-adjusted odds ratios (OR) and 95% confidence intervals (CI) were calculated. Results: A total of 5,793 respondents were analyzed; 31.53% received no or only primary education. Individuals with up to primary education were more likely than those with college or higher education to have cognitive impairment (OR=3.31, 95% CI=3.29-3.34, p<0.001). The association between lower educational level and cognitive impairment was stronger for women than for men; OR was 4.58 for women (95% CI=4.52-4.65) and 2.98 for men (95% CI=2.95-3.00). Conclusions: Lower education was associated with increased risk of cognitive impairment and the protective role of education in cognitive function was stronger in women than in men.
저자 : 김현민 ( Hyun-min Kim ) , 박기수 ( Ki-soo Park )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 111-117 (7 pages)
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Objectives: Recently, female smokers are increasing in Korea. This study aims to report the dependence of nicotine and the type of smoking as a factor influencing the success of smoking cessation among female smokers. Methods: Data were collected from the Comprehensive information system for smoking cessation service, and data from 862 women who used the smoking cessation service by Gyeongnam Tobacco Control Center between June 2015, and December, 2018, were used. After controlling demographic and smoking-related variables, a multiple logistic regression analysis was performed on the relationship between nicotine dependence, smoking type, smoking cessation related psychological factors and smoking cessation. Results: The smoking cessation rate of female smokers was 7.8%. Smoking type and nicotine dependence were low in stimulus-seeking type, and high in addiction, habit type, and complex type. After controlling demographic, health behavior and disease variables, the factors affecting female smokers' smoking cessation were nicotine dependence (odds ratio, OR=0.49, p=0.020), preparation (OR=7.14, p=0.015), confidence (OR=7.14, p=0.015) of smoking cessation. In other words, smoking cessation among women who smoked was higher in the high group than in the group with low anti-smoking preparation and confidence and smoking cessation was higher in the low group than in the high group of nicotine dependence. Conclusions: The actual smoking cessation strategy for women considering related factors of smoking cessation is to reconsider the content of counseling interventions according to the type of smoking and to reduce the dependence of nicotine through a treatment approach for each type, resulting in a higher smoking cessation rate.
저자 : 하영선 ( Young-sun Ha ) , 박용경 ( Yong-kyung Park ) , 김은휘 ( Eun-hwi Kim ) , 김경진 ( Kyeng-jin Kim )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 118-125 (8 pages)
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Objectives: This study was conducted to examine the effects of digital empowerment teacher training program applying virtual reality on digital media literacy, teacher efficacy, and problem-solving ability of school nurse. Methods: A quasi -experimental study of pre- and post-experimental design was performed on 47 school nurse located in K city and the developed digital empowerment teacher training program was implemented. The data collection period is July 27, 2021, and the collected data is collected using the SPSS 18.0 program. Paired t-test were analyzed. Results: According to the results of the effect, it was found that there was a significant difference in digital media literacy and problem-solving ability. Conclusions: The digital empowerment teacher training program developed in this study can be used as an effective program to enhance the digital media literacy and problem-solving ability of school nurse.
저자 : 김수진 ( Su Jin Kim ) , 장군자 ( Gun Ja Jang )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 126-132 (7 pages)
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목적: 본 연구는 간호대학생의 그릿과 문제해결능력과의 관계에서 고통감내력과 자기주도성의 매개효과를 규명하기 위함이다.
방법: 간호대학생 335명을 대상으로 일반적 특성과 측정변수들은 기술통계를 이용하였고, 변수 간 상관관계는 Pearson 상관계수로, 그 릿과 문제해결능력의 매개효과는 Baron and Kenny가 제안한 3단계 회귀분석 매개효과 검정방법을 이용하였다.
결과: 그릿, 고통감내력, 자기주도성, 문제해결능력은 서로 양의 상관관계를 보였고, 간호대학생의 그릿과 문제해결능력의 관계에 고통 감내력과 자기주도성의 매개효과가 있는 것으로 나타났다.
결론: 간호대학생의 문제해결능력 향상을 위해 고통감내력과 자기주도성을 향상시킬 수 있는 프로그램 개발이 필요함을 밝히는 바이다.
Objectives: This study aimed to identify the mediating effects of distress tolerance and self-directedness on the relationship between grit and problem-solving ability in nursing students. Methods: Participants were 335 nursing students in two universities between September to December 2018. The data were analyzed using a t-test, one-way ANOVA, and Person's correlation coefficients. In addition, Baron and Kenny's method was used to analyze mediating effects of distress tolerance and self-directedness between grit and problem-solving ability. Results: Significant correlations were found between grit and problem-solving ability (r=0.57, p<0.001), between grit and distress tolerance (r=0.38, p<0.001), and grit and self-directedness (r=0.46, p<0.001). There were the mediating effects of distress tolerance (z=5.37, p<0.001) and self-directedness (z=7.25, p<0.001) on the relationship between grit and problem-solving ability. Conclusions: It is necessary to develop and apply the programs that strengthen distress tolerance and self-directedness to improve nursing students' problem-solving ability.
저자 : 김영화 ( Young Hwa Kim ) , 강민주 ( Min Ju Kang )
발행기관 : 한국보건정보통계학회
간행물 :
보건정보통계학회지
47권 2호
발행 연도 : 2022
페이지 : pp. 133-138 (6 pages)
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Objectives: The study was to analyze the trend of the result of the national examination for EMT-paramedics. Methods: This study was to find the result of published on the website of Korea Health Personnel Licensing Examination Institute for the past 9 years. Results: Although there was no significant change in the pass rate, difficulty, and discrimination of the national examination, the average score of the total score showed a tendency to decrease every year. Unlike the average scores of other subjects, the basic medicine subjects showed a steady decline. The number of those who failed the written test were higher than those who failed the practical test. As a result of analyzing those who failed the written test, the majority of those who failed basic medicine and emergency medical service-related legislation. Conclusions: The steady decline in basic medicine scores and the steady increase in the number of people who failed has raised the need to reinforce basic medicine in universities or institutions that are nurturing EMT-paramedics in order to improve the quality of the national examination. In addition, the subjects of emergency medical service-related legislation was considered as subjects to be strengthened along with basic medicine.
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