• Title/Summary/Keyword: Health Services Research

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Prediction of Depression from Machine Learning Data (머신러닝 데이터의 우울증에 대한 예측)

  • Jeong Hee KIM;Kyung-A KIM
    • Journal of Korea Artificial Intelligence Association
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    • v.1 no.1
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    • pp.17-21
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    • 2023
  • The primary objective of this research is to utilize machine learning models to analyze factors tailored to each dataset for predicting mental health conditions. The study aims to develop appropriate models based on specific datasets, with the goal of accurately predicting mental health states through the analysis of distinct factors present in each dataset. This approach seeks to design more effective strategies for the prevention and intervention of depression, enhancing the quality of mental health services by providing personalized services tailored to individual circumstances. Overall, the research endeavors to advance the development of personalized mental health prediction models through data-driven factor analysis, contributing to the improvement of mental health services on an individualized basis.

Workability and Life Satisfaction: Effects of Workers' Positive Perceptions on Their Return to Jobs

  • Kang, Dongsuk
    • Safety and Health at Work
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    • v.13 no.3
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    • pp.286-293
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    • 2022
  • Background: The death rate of workers due to industrial accidents in South Korea (3.61 persons in 2017) is higher than the Organization for Economic Cooperation and Development average (2.43) and the fifth highest among Organization for Economic Cooperation and Development member countries. Although the pandemic of novel coronavirus (COVID-19) has changed, the socioeconomic aspects of Korean society, the number of Koreans suffering accidents and the number of deaths in 2020 have increased. It is necessary to take measures to prevent accidents and make comprehensive efforts to return to work. This study proposes research questions about the effect of workers' positive perception on whether to work after accidents and the impact of the experience of rehabilitation services on the return to work. Methods: This research performed a panel logistic regression analysis using data on workers' compensation insurance in Korea for two years (2018-2019). Results: This research finds that workers' positive perceptions of workability and life satisfaction contributed affirmatively to their re-employment. Several factors related to employment (e.g., work period, the number of job qualifications) also positively affect their return to work. However, the experience of rehabilitation services did not have a significant effect on re-employment. The variables of their health conditions (e.g., disability grade, feelings of health problems, age) negatively influenced their return to jobs. Conclusion: These results suggest the importance of workers' mental recovery and the need to innovate rehabilitation services for their employment. Positive thinking and self-rehabilitation could be critical for workers, parallel with social welfare policies.

A Proposal of Health Promotion Program for Overweight Schoolchildren (비만학생을 위한 건강증진프로그램의 제안)

  • Choi, Sun-Ha
    • Research in Community and Public Health Nursing
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    • v.11 no.2
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    • pp.526-537
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    • 2000
  • This study was conducted to contribute to the expansion of activity areas for school nurses in the field of health promotion services whose importance are increasing daily. To achieve such goals the researcher proposed that health promotion programs for obesity management in overweight schoolchildren conducted by literature review to apply to school settings. In this program, the principal components developed a behavior modification program and an exercise program, which could be educated and managed by a nursing staff during for 9 weeks, three times per week, 60 minutes each. The program consisted of exercise, health education. health counseling, and a direct nursing care. This kind of approach may support the need of behavior modification programs and exercise programs on a regular base via the social organization, which may mean an intentional change of life style. A comprehensive approach to health promotion services proposed by this research would contribute greatly to the effectiveness of school health services and to promote health in overweight schoolchildren.

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The Impact of Hospital Specialization on Length of Stay per Case and Hospital Charge per Case (병원 전문화가 건당 재원일수와 건당 의료비에 미치는 영향)

  • Kim, Jae-Hyun;Park, Eun-Cheol;Kim, Tae Hyun;Lee, Kwang Soo;Kim, Young Hoon;Lee, Sang Gyu
    • Health Policy and Management
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    • v.26 no.2
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    • pp.107-114
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    • 2016
  • Background: Over the last few decades, because hospitals in South Korea also have undergone dramatic changes, Korean hospitals traditionally have provided specialized health care services in the health care market. Inner Herfindahl-Hirschman Index (IHI) measures hospital caseloads based on patient proportions, independent of patient volumes. However, IHI that rely solely on patient proportions might be problematic for larger hospitals that provide a high number of diagnosis categories, as the patient proportions in each category are naturally relatively smaller in such hospitals. Therefore, recently developed novel measure, category medical specialization (CMS) is based on patient volumes as well as patient proportions. Methods: We examine the distribution of hospital specialization score by hospital size and investigate association between each hospital specialization and length of stay per case and hospital cost per case using Korean National Health Insurance Service-cohort sample data from 2002 to 2013. Results: Our results show that IHI show a decreasing trend according to the number of beds and hospital type but CMS show an increasing trend according to the number of beds and hospital type. Further, inpatients admitted at hospitals with higher IHI and CMS had a shorter length of stay per case (IHI: B=-0.104, p<0.0001; CMS: B=-0.044, p=0.001) and inpatients admitted at hospitals with higher IHI and CMS had a shorter hospital cost per case (IHI: B=-0.110, p=0.002; CMS: B=-0.118, p=<0.0001). Conclusion: This study may help hospital policymakers and hospital administrators to understand the effects of hospital specialization strategy on hospital performance under recent changes in the Korean health care environment.

Assessment of Long-Term Care Service Needs in the Baby Boom Generation (베이비 붐 세대의 장기요양서비스 요구도 조사)

  • Han, Song Yi
    • Research in Community and Public Health Nursing
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    • v.27 no.1
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    • pp.21-30
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    • 2016
  • Purpose: This research was conducted to identify long-term care service needs in the baby boom generation. Methods: Data were collected from September 3 to October 9, 2012 targeting 196 baby boomers residing in Seoul and Gyeonggi-do with the measurement of long-term care service needs having five domains. Collected data were analyzed using the SPSS 20.0 program. Results: Demand for long term care service in those who preferred nursing homes was highest as $4.40{\pm}0.69$ in the safe environment domain. In case of those preferring home care services, demand was highest as $4.37{\pm}0.56$ in the social interaction domain. People who preferred nursing homes had higher needs in personal health care and improvement of the service quality domains. Those who preferred home care services showed diverse needs according to their characteristics. Conclusion: The baby boom generation had high needs in all the domains of long-term care services and such needs were diverse according to their characteristics. However, long-term care services had limitations that they provided standardized and uniformed services only. Therefore, health care services and improved quality services should be provided in a way of meeting the users' needs, and tailored services should be provided in consideration of the users' characteristics.

Role of Hospital-based Home Health Nursing in Community Care (지역사회 통합돌봄에서의 의료기관 가정간호의 역할)

  • Song, Chong Rye
    • Journal of Korean Academic Society of Home Health Care Nursing
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    • v.29 no.1
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    • pp.5-17
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    • 2022
  • Purpose: This study aimed to investigate the role of hospital-based home health nursing in community care by examining the institutional progress of hospital-based home health nursing and the current status of home health nursing in Korea. Methods: Korean research data, national statistical data, government press releases, and related laws were investigated to clarify the role of hospital-based home health nursing in community care. Results: Korean visiting medical care services, including hospital-based home health nursing, was not found to be sufficient nationwide. The supply of home health nursing did not increase due to the nature of the visiting services that required transportation time, poor profitability due to insufficient insurance fees, and increase in acute beds. Conclusion: The nature of the Korean medical environment and visiting medical care makes it challenging to establish a visiting medical supply system for community care. Therefore, hospital-based home health nursing is an important infrastructure for visiting medical care, and will be a valuable resource to link discharged patients returning to the community when moving health care services. Hence, laws and institutional supplementation to expand the role of home health nursing agencies nationwide are needed along with addressing the limitations in the supply of home health nurses.

Understanding Factors Associated with Unmet Need for Outreach Community Health Service among Older Adults in Seoul (노인 방문건강관리 서비스 미충족 영향요인: 서울시 찾아가는 동주민센터 사업을 중심으로)

  • Shon, Changwoo;Lee, Seungjae;Hwang, Jongnam
    • 한국노년학
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    • v.39 no.2
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    • pp.213-229
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    • 2019
  • The purpose of this study was to examine various factors influencing the needs of Seoul's newly implemented outreach community services for older adults, and to suggest the direction of the outreach community health services in Seoul. A multi-level regression was conducted using data collected by face-to-face interviews from 1,000 individuals aged 65 and 70 in 17 districts, where participated in the Seoul's outreach community services. The results demonstrated that socioeconomic status (higher income and living alone), health status (having multiple chronic conditions and depression, lower health literacy), limited experience of the outreach community services, and low government trust at the individual level were associated with higher unmet need for the community outreach services. In addition, shorter participation period of the outreach services and financial independency at the district level were associated with higher unmet need for the services. The findings from this study implies the need for improving the quality of services by focusing on vulnerable groups such as individuals with lower income and worse health status. In addition, the outreach community health services may need to target individuals aged 66 to increasing efficiency of the services through utilizing results of life-cycle health checkup by the National Health Insurance Corporation.

Cost-Effectiveness Analysis for National Dyslipidemia Screening Program in Korea: Results of Best Case Scenario Analysis Using a Markov Model

  • Kim, Jae-Hyun;Park, Eun-Cheol;Kim, Tae-Hyun;Nam, Chung-Mo;Chun, Sung-Youn;Lee, Tae-Hoon;Park, Sohee
    • Health Policy and Management
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    • v.29 no.3
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    • pp.357-367
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    • 2019
  • Background: This study evaluated the cost-effectiveness of 21 different national dyslipidemia screening strategies according to total cholesterol (TC) cutoff and screening interval among 40 years or more for the primary prevention of coronary heart disease over a lifetime in Korea, from a societal perspective. Methods: A decision tree was used to estimate disease detection with the 21 different screening strategies, while a Markov model was used to model disease progression until death, quality-adjusted life years (QALYs) and costs from a Korea societal perspective. Results: The results showed that the strategy with TC 200 mg/dL and 4-year interval cost \4,625,446 for 16.65105 QALYs per person and strategy with TC 200 mg/dL and 3-year interval cost \4,691,771 for 16.65164 QALYs compared with \3,061,371 for 16.59877 QALYs for strategy with no screening. The incremental cost-effectiveness ratio of strategy with TC 200 mg/dL and 4-year interval versus strategy with no screening was \29,916,271/QALY. At a Korea willingness-to-pay threshold of \30,500,000/QALY, strategy with TC 200 mg/dL and 4-year interval is cost-effective compared with strategy with no screening. Sensitivity analyses showed that results were robust to reasonable variations in model parameters. Conclusion: In this study, revised national dyslipidemia screening strategy with TC 200 mg/dL and 4-year interval could be a cost-effective option. A better understanding of the Korean dyslipidemia population may be necessary to aid in future efforts to improve dyslipidemia diagnosis and management.

How Does 12-weeks of Taekwondo Training Effect Older Persons' Functional Fitness: A Preliminary Study

  • Daniel Sullivan;Mike Climstein;Ben Exton;Luke Delvecchio
    • Journal of the Korean Society of Physical Medicine
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    • v.19 no.1
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    • pp.1-10
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    • 2024
  • PURPOSE: This pre-post intervention study aimed to examine the effects of a 12-week supervised modified Taekwondo exercise program on the functional fitness of community-dwelling older adults. METHODS: 10 participants (mean age: 72.3 ± 4.6 years) completed the program over a 12-week period. The intervention consisted of Taekwondo-based exercises modified for older persons. Changes to functional fitness were measured using the finger-to-nose test, functional reach test, timed up and go test, 30-second sit-to-stand test, 30-second arm curl test, Chester step test, chair sit-and-reach test, and back scratch test. Participants were assessed prior to the training and after the final training session, changes were measured using descriptive statistics and paired sample 't' tests. RESULTS: Effect sizes ranged from small to large (Cohen's d = .22 to 1.23). The exercise program was well- tolerated by participants, with a high level of engagement and no attrition for the duration of the program. Results showed significant improvements in most measures of functional fitness (p < .05) except for the back scratch test (p = .051). CONCLUSION: These findings suggest a well-designed, supervised, modified Taekwondo exercise program can significantly improve functional fitness in older adults.

Availability and Utilization of Library Portal Services for Research in University Libraries in Nigeria

  • Ejikeme, Anthonia Nwamaka;F., Obayi Uche.;Ukamaka, Eze Jacintha
    • International Journal of Knowledge Content Development & Technology
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    • v.11 no.1
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    • pp.49-64
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    • 2021
  • This research paper delved into the availability and utilization of library portal services for research in university libraries in Nigeria. Two research questions and two null hypotheses were formulated to guide the study. A structured questionnaire was used for data collection. The study was carried out in Nnamdi Azikiwe Library, University of Nigeria Nsukka (UNN) and Felix Aghagbo Nwako Library, Nnamdi Azikiwe University Library (UNIZIK), Awka. A total of 70 professionals (librarians and system analysts) in these libraries supplied data for the study. Data collected was analyzed using mean and standard deviation. These were used to answer the research questions while the null hypotheses were tested using t-test statistic at 0.05 level of significance and 68 degree of freedom. Major findings showed that portal services available in the library showed that the areas of availability of library portal services in Nnamdi Azikiwe Library, U.N.N. includes Agriculture, Health Sciences, Engineering, Environmental Sciences and information about institution, Social Sciences, Arts and Humanities, Natural Sciences. In Festus Aghagbo Nwako Library, Awka, the areas of Portal Library Services include Career Development, Federal Government Programs, Environmental Sciences, Biological Sciences, Social Sciences, Arts and Humanities, Engineering, and Health Sciences. Findings on extent of utilization of portal services available in the libraries indicated that portal services are utilized to a low extent in the university libraries. Furthermore, librarians did not significantly differ in their opinions on the availability of library portal services and on the extent of utilization of library portal services in the libraries under study. It is therefore recommended that provisions should be made by the universities and library management to provide and update required portal services in addition to creating enabling environment for enhanced access and utilization of these services. The governments must make an effort to provide funds for policy implementation, necessary technology training for librarians and users, and develop general information infrastructure.