• 제목/요약/키워드: health-related factors

검색결과 6,032건 처리시간 0.032초

머신러닝 기법을 활용한 고혈압 환자의 건강 관련 삶의 질 요인 예측 (Using Machine Learning Techniques to Predict Health-Related Quality of Life Factors in Patients with Hypertension)

  • 정재혁;조성현
    • 대한통합의학회지
    • /
    • 제12권3호
    • /
    • pp.11-24
    • /
    • 2024
  • Purpose : This study aims to identify the factors influencing health-related quality of life through machine learning of the general characteristics of patients with hypertension and to provide a basis for related research on patients, such as intervention strategies and management guidelines in the field of physical therapy for health promotion. Methods : Annual data from the second Korean Health Panel (Version 2.0) from 2019 to 2020, conducted jointly by the Korea Health and Social Research Institute and the National Health Insurance Service, were analyzed (Korea Health Panel, 2024). The data used in this study was collected from January to July 2020, and the data was collected using computer-assisted face-to-face interviews. Of the 13,530 household members surveyed, 1,368 were selected as the final study participants after removing missing values from 3,448 individuals diagnosed with hypertension by a doctor. Results : The results showed that walking (P2) was the most significant factor affecting health-related quality of life in random forest, followed by perceived stress (HS1), body mass index (BMIc), total household income (TOTc), subjective health status (SRHc), marital status (Marr), and education level (Edu). Conclusion :To prevent and manage chronic diseases such as hypertension, as well as to provide customized interventions for patients in advanced stages of the disease, research should be conducted in the field of physical therapy to identify influencing factors using machine learning. Based on the findings of this study, we believe that there is a need for additional content that can be utilized in the field of physical therapy to improve the health-related quality of life of patients with hypertension, such as diagnostic assessment and intervention management guidelines for hypertension, and education on perceived stress and subjective health status.

한국인의 사회자본과 건강: 사회경제적 요인 및 건강 관련 생활습관을 중심으로 한 분석 (Social Capital and Health in South Korea: Considering Socio-economic Factors and Health-related Lifestyles)

  • Song, Yea-Li-A;Nam, Eun-Woo
    • 보건교육건강증진학회지
    • /
    • 제26권5호
    • /
    • pp.71-84
    • /
    • 2009
  • 목적: 이 연구는 사회자본, 사회경제적 요인, 건강행동의 관계, 그리고 이 요인들이 한국인의 주관적 건강에 미치는 영향을 파악하고자 시도되었다. 방법: 통계청의 2006년 사회통계조사 원자료를 사용하여 분석하였다. 사회통계조사는 표본규모 33,000 가구내 15세 이상 가구원 약 7만명을 대상으로 수행되었다. 이 연구에서는 이 가운데에서 25세 이상 59세 이하 인구중 결혼 경험이 있는 37,928명을 추출하여 분석하였다. 사회자본, 사회경제적 요인, 건강행동의 관계, 그리고 이 요인들이 주관적 건강에 미치는 영향을 파악하고자 경로분석을 실시하였다. 결과: 교육 (0.069), 주관적 계층(0.108), 결혼(0.054), 가족관계 만족도(0.087), 기관신뢰(0.020), 시민참여(0.021), 운동(0.037), 그리고 금연(0.011)이 주관적 건강에 긍정적인 직접효과를 미치는 것으로 분석되었다. 그러나 절주 (-0.067)는 직접효과가 부정적인 것으로 나타났다. 결론: 사회자본이 건강에 긍정적 영향을 주는 것이 분명한 만큼, 건강증진사업 개발시 사회자본을 고려하여, 이의 유지 및 증진을 통해 건강수준의 긍정적인 변화를 유도하는 것이 필요하다. 특히 절주사업에서는 개인을 대상으로 하는 사업 이외에, 전반적인 사회 음주문화의 변화를 이끌어내는 사회적 문화에 대한 고려가 필요할 것으로 생각된다.

손상환자의 미충족의료 관련요인 연구 (A Study on the Factors Related to Unmet Medical Needs among some Injury Patient)

  • 김예림
    • 디지털융복합연구
    • /
    • 제17권12호
    • /
    • pp.535-543
    • /
    • 2019
  • 본 연구는 손상환자의 미충족의료 관련요인을 총괄적으로 조사·파악하여 미충족의료에 관련이 있는 요인을 제시하기 위하여 시행되었으며, 연구대상은 국민건강영양조사에 응답한 손상 환자 중 미충족의료 경험이 있는 2169명을 대상으로 시행하였다. 연구방법은 빈도 백분율, Chi-square test, 다중회귀분석을 사용하였고, 이는 SPSS/WIN 23.0 Program를 이용하여 분석하였다. 연구결과, 스트레스가 있을수록, 우울감을 느낄수록, 자살생각을 할수록 미충족의료와 관련이 있는 요인으로 나타났으며, 이는 향후 미충족의료가 발생하지 않도록 의료이용 제도를 개선하고 정책 결정을 하는 데 기여할 수 있을 것으로 사료된다.

남성 사무직 근로자의 예방적 건강행위에 관련된 요인 분석 (A Study on Factors Related to the Preventive Health Behavior of Male Office Workers)

  • 유인영;이숙희
    • 한국보건간호학회지
    • /
    • 제12권1호
    • /
    • pp.23-36
    • /
    • 1998
  • This study was conducted to detect the factors related to preventive health behavior of male office workers. 135 questionnaires were collected from April 20 to May 8, 1997. The collected data were analysed by using the statistic package of $SPSS/PC^+$. The significant results are as follows; 1. The most influencial factors of preventive health behavior were age, duration of marriage, job satisfaction and health perception. 2. The better preventive health behavior they practiced, the better health status and the lower health risk they showed. 3. We can classifiy preventive health behavior as two groups one is directive and the other is indirective with respect to the exposure of risks.

  • PDF

보육교사의 안전에 대한 태도, 지식, 실천 및 관련요인 (Attitude, Knowledge, and Practice of Safety and Related Factors of Teachers in Child Care Centers)

  • 방경숙
    • Child Health Nursing Research
    • /
    • 제11권1호
    • /
    • pp.43-53
    • /
    • 2005
  • Purpose: To investigate the attitude, knowledge, and practice of safety and related factors of teachers in child care centers. Methods: The total sample consisted of 116 teachers from child care centers in Kyunggi Province. A questionnaire and checklist were used to collect data, which was analyzed with SPSS 11.5 Win program. Results: Most of the teachers were anxious about child accidents, and thought of safety as a primary concern. The mean score for knowledge on safety was 10.23, and the rate of correct answers ranged from 34.8% to 98.3%. The mean score on practice of safety was 42.01. Teachers with higher education showed significantly higher scores in safety efficacy. Teacher's knowledge on safety was significantly different depending on the experience of safety education, but this did not apply to safety practice. Safety practice was significantly related to confidence in safety performance, health beliefs on safety, stress, and social support, but not related to knowledge of safety. Conclusion: Psychosocial factors were found to be important in safety practice. Related factors found in this study should be considered when providing safety programs for child care centers.

  • PDF

An integrative review of studies of condom use among Korean college students

  • Kim, Yoonjung;Min, Hye Young;Lee, Jungmin;Kim, Shin-Jeong
    • Child Health Nursing Research
    • /
    • 제27권1호
    • /
    • pp.43-55
    • /
    • 2021
  • Purpose: The purpose of this study was (a) to synthesize studies of condom use among South Korean college students, and (b) to appraise the quality of each article using Gough's weight of evidence. Methods: Studies published in English and Korean were searched in electronic databases using the terms "student or college student or university student or undergraduate", "condom", and "Korea*". Results: Twenty studies met the inclusion criteria, showed appropriate quality, and were therefore selected for review. The variables related to condom use were measured in terms of condom-related factors, factors related to non-condom-related knowledge and attitudes, and other factors. Knowledge, attitudes, and self-efficacy were associated with condom use, and there were differences in condom-related factors among men and women. Conclusion: Based on these findings, it was confirmed that sexual education is needed for both men and women to promote condom use. Education on condom use should not only focus directly on condoms, but should also address other aspects of knowledge and attitudes to influence health beliefs. In addition, developing educational programs targeting adolescents and parents will have a positive effect on college students' condom use.

직업성 근골격계질환의 발생 현황과 특성 (Status and Characteristics of Occurrence of Work-related Musculoskeletal Disorders)

  • 김규상;박정근;김대성
    • 대한인간공학회지
    • /
    • 제29권4호
    • /
    • pp.405-422
    • /
    • 2010
  • Occupational musculoskeletal disorders currently account for the largest proportion of the occupational illnesses in Korea. In this research, status of musculoskeletal disorders among the occupational illnesses was examined through workers' compensation claims data. Types and characteristics of musculoskeletal disorders were looked at other data set as well. The data sets included epidemiological investigation data reported by Occupational Safety and Health Research Institute, and data collected from occupational disease surveillance reports and Korean occupational health-related scientific journals. Number of cases, incidence rate and insurance benefits for occupational musculoskeletal disorders in Korea are increasing every year. In addition, musculoskeletal disorders occurrence is shifted from large enterprises group to small-and-medium group, from manufacturing to service sector, and from production workers to office and professional workers. Although low back pain is still most common, its occurrence characteristics is gradually shifted from traumatic to cumulative while musculoskeletal disorders are somewhat seemingly moved from lumbar to upper limb body part. Musculoskeletal disorders were observed to be more diverse and prevalent in epidemiological investigations or surveillance data rather in workers' compensation claims data. Musculoskeletal disorders occurrence is related to demographic factors, occupational psychosocial factors, and ergonomic risk factors at workplace for which appropriate preventive measures needed to be made accordingly.

당뇨병 유병자의 혈당 조절 관련 요인 (Factors Related to Blood Glucose Control in Patients with Diabetes)

  • 표은영;정문희;김윤신
    • 보건교육건강증진학회지
    • /
    • 제29권3호
    • /
    • pp.15-22
    • /
    • 2012
  • Objectives: This study was conducted to determine factors related to glycemic control among Korean patients with diabetes. Methods: Data was collected from the Fourth (2007-2009) Korea National Health and Nutrition Examination Survey (KNHANES) which was a nationwide, cross-sectional survey. The study participants who are available for hemoglobin A1c (HbA1c) were 1,441 patients with diabetes aged 30 years and older. Poor glycemic control was defined as $HbA1c{\geq}7.0%$. Data were analysed using logistic regression. Results: The proportion of patients with the poor glycemic control ($HbA1c{\geq}7.0%$) was 49.5%. After adjusting for confounding factors, younger aged persons (30-49 years) were less likely to control the blood glucose than older aged persons (60-69 years) (Adjusted OR=0.533, 95% CI [0.295-0.960]) and longer duration of diabetes was positively related to poor glycemic control (Adjusted OR=2.018, 95% CI [1.418-2.873]). Conclusions: Age and duration of diabetes were significantly related to blood glucose control. Therefore, considering these factors is helpful for developing a strategy to improve blood glucose control in diabetes.

허약노인의 건강관련 삶의 질과 영향요인 (The Effects of Related Factors on Health-related Quality of Life for the Frail Elderly)

  • 임은실;노경희
    • 지역사회간호학회지
    • /
    • 제21권1호
    • /
    • pp.12-20
    • /
    • 2010
  • Purpose: The purpose of this study was to identify the predictors of health-related quality of life and to examine their effects in frail elderly. Methods: This was a correlation study. The subjects were 680 frail elders aged over 65 who were receiving home care from one of 253 public health centers in 16 provinces, and data were collected from the 1st to 30th of April, 2008. Results: The mean health-related quality of life in the subjects was $6.0{\pm}2.0$. The predictors identified in this study significantly explained 41.3% of health-related quality of life. Self-rated health was the most significant predictor of health-related quality of life. ADL and depression had an effect on health-related quality of life. Conclusion: Self-rated health, ADL and depression were the predictors of health-related quality of life in the frail elderly.

다문화가정 이주여성의 구강건강관련 삶의 질(OHIP-14) 관련요인 (Related factors of oral health-related quality of life of migrant women in multicultural families)

  • 김혜진;남지영
    • 한국치위생학회지
    • /
    • 제16권1호
    • /
    • pp.93-101
    • /
    • 2016
  • Objectives: This study aims to analyze the factors influencing on the oral health-related quality of life of migrant women in multicultural families. Methods: An interview survey was conducted through the general characteristics, oral health behaviors, and OHIPs(oral Health Impact Profiles) of 200 migrant women in multicultural families registered in multicultural family support center in Pohang. The survey was carried out from March 2 to 29, 2011. Data were analyzed using SPSS version 18.0 program. by frequency analysis, chi-square test, t-test, ANOVA, and hierarchical regression analysis. Results: Oral health promotion behavior showed statistically significant differences(p<0.01) in the number of tooth brushing and in those using oral health care supplementary device by each country. The oral health-related quality of life was significantly influenced by economic compensation, pregnancy, and the economic status of the native country(p<0.05). Conclusion: The nationwide oral health policy should be established for migrant women in multicultural family.