• Title/Summary/Keyword: 낙상예방

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Fall detection based on GAN and LSTM (적대적 생성 신경망과 장단기 메모리셀을 이용한 낙상 검출)

  • Hyojin Shin;Jiyoung Woo
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.01a
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    • pp.21-22
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    • 2023
  • 본 논문에서는 낙상과 비낙상 구별을 위한 분류 모델을 제안한다. 일상생활과 낙상을 구분해 내는 것은 낙상이 발생하기 이전에 감지하고 사고를 예방할 수 있다. 낙상은 일상생활 중 일어나기 쉬우며, 노인들에게는 골절 및 기관 파열 등과 같은 심각한 부상을 초래할 수 있기 때문에 낙상 방지를 위한 낙상과 비낙상 행동의 구분은 중요한 문제이다. 따라서 실시간으로 수집되는 다양한 활동에서의 센서 데이터를 활용하여 낙상과 비낙상의 행동을 구분하였다.

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The Effects of the Fall Prevention Exercise Program Focussed on Activity of daily living, Fear of fall and Quality of life for the Senior Citizen Center Elderly (낙상예방운동 프로그램이 지역 경로당 센터 노인의 일상생활수행능력, 낙상두려움 및 삶의 질에 미치는 효과)

  • Kang, Ki-Seon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.8
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    • pp.267-272
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    • 2016
  • Falling is one of the problems that threatens the health of elderly patients. This study was conducted once a week for 12 weeks, from 15th of April to 13th of June in 2016, and included 118 subjects above the age of 65 in 6 centers of J city. We evaluated the effectiveness of the fall prevention exercise program (FPEP) and analyzed its effects by making a comparison between before and after the exercise that pertains to activities of daily living, fear of falling, and quality of life. Moreover, this study confirms that there is a relationship between these three factors. The results of this study are as follows: There were statistically significant differences of activities of daily living (F=-4.75, p<..001), fear of falling (F=10.22, p<..001) and quality of life (F=-11.58, p<..001) between post-test improvements and pre-test conditions. In addition, this study confirms that there is a relationship between activities of daily living, fear of falling, and quality of life (r=.551, p<..001, r=-.477, p<..001, r=-.584, p<..001). Accordingly, we have identified that FPEP is very effective for improving activities of daily living, fear of falling, and quality of life for senior citizens.

Influence of Fall Risk, Fear of Falling, and Social Support on Fall Prevention Behaviors among Older Inpatients (입원한 노인환자의 낙상위험도, 낙상두려움 및 사회적 지지가 낙상예방행위에 미치는 영향)

  • Yu, Ga Ram;Yang, Nam Young
    • Journal of Korean Academic Society of Home Health Care Nursing
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    • v.30 no.1
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    • pp.96-104
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    • 2023
  • Purpose: This study aimed to investigate the influence of fall risk, fear of falling, and social support on older inpatients' fall prevention behaviors. Methods: The participants were 105 older inpatients. Data were analyzed using descriptive statistics, independent t-test, One-way ANOVA, Pearson's correlation coefficients, and multiple regression analysis using the SPSS program. Results: The mean fall risk, fear of falling, social support, and all prevention behaviors were 58.05±28.27, 2.47±0.67, 3.58±0.63, and 2.93±0.48, respectively. There were significant differences in fall prevention behaviors by sex, and fall related to education experience. Fall prevention behaviors were associated with fall risk, and fear of falling. The factors influencing the fall prevention behaviors of the older inpatients were sex, fall related to educational experience, fall risk, and fear of falling. It was found that 21% could explain fall prevention behaviors. Conclusion: The results indicate a need to develop a fall prevention education program, including intervention, to reduce the fear of falling among older inpatients.

Effects of Fall Prevention Program on Gait, Balance and Falls Efficacy in Stroke Patients (낙상예방 프로그램이 뇌졸중 환자의 보행, 균형 및 낙상효능감에 미치는 효과)

  • Hwang, Ji Hye;Jung, Hyang Mi;Lee, Mi Hwa;Lee, Sang Ju
    • Journal of Korean Clinical Nursing Research
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    • v.16 no.1
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    • pp.27-37
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    • 2010
  • Purpose: This study was conducted to determine the effects of a fall prevention program on gait, balance and falls efficacy in stroke patients Methods: The study utilized a non-equivalent control group pretest and post test design. Subjects were contacted at the oriental medicine ward of D hospital in B city for strokes. The subjects were 25 in the experimental group and 25 in the control group. The fall prevention program consists of fall related exercises and fall related education. Collected data were analyzed using a t-test, Chi-Square test, Fisher's exact test by SPSS 14.0 Win program. Results: The fall prevention program with exercises and education used in this study was found to be very effective in increasing gait, balance and falls efficacy in patients with stroke. Conclusion: The fall prevention program used in this study seems appropriate for stroke patients. Thus, further research to refine the efficacy and application of this program is warranted.

A Study on the Elderly Care Facilities Worker's Attitude and Awareness of Associated Factors of Falls (노인요양시설종사자들의 낙상에 대한 태도 및 낙상영향요인 인식에 관한 연구)

  • Jeon, Hye-Won;Kim, Sun-Ae
    • Journal of vocational education research
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    • v.30 no.4
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    • pp.89-111
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    • 2011
  • The purpose of this study was to examine the elderly care facilities worker's attitude and awareness of associated factors of falls. The subject was 194 the elderly care facilities workers in Chungbuk. Descriptive statistics, t-test, ANOVA, Pearson correlation coefficient was utilized for the data analysis. The results of this study were as follows. the score of attitude was $2.98{\pm}.34$ out of 4, the score of awareness of associated factors was $3.00{\pm}.43$ out of 4. There were statistically significant differences of attitude and awareness of associated factors of falls according to general characteristics. the relationship of attitude and awareness of associated factors of falls was significantly positive. Falls is important health related problem in elderly care facilities, so effective fall prevention program is needed for elderly care facilities worker.

A Study on Effects of the Fall Prevention in the Rehabilitation Pilates Exercise (노인의 재활 필라테스 운동이 낙상 예방 효과에 대한 고찰)

  • Ji-Sun Kim
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.2
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    • pp.290-300
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    • 2023
  • This study was understood the risk mechanism of falls in the elderly and reviewed previous research data to see if the principle of Pilates rehabilitation exercise could have a positive effect on balance ability and postural stabilization in the elderly, and the purpose of this study is to present literature-based data on the fall prevention effect of rehabilitation Pilates exercise. First, the rehabilitation Pilates exercise makes it available for strengthening the center of the body to stabilize the spine and pelvis and stimulates the nerve root, thereby having an effect on the balance and the joint stabilization. Second, a proprioceptive sensory impairment and a musculoskeletal degenerative disease due to aging increase the loss of balance ability and the instability in posture maintenance, thereby coming to raise the risk of a fall damage caused by the difficulty in performing motor functions and by the gait disturbance. Third, the rehabilitation Pilates exercise leads to improving the core muscle strength in older adults, resulting in being capable of expecting the betterment in the balance and the reaction time motor function. And there is a positive impact on the improvement in body imbalance and on the stability in movement involved in the fall prevention, resulting in being able to suggest the possibility of likely contributing to a reduction in a fall risk rate. In conclusion, the rehabilitation Pilates as the elderly exercise program showed effects on the improvement in the body's muscular strength, on the upgrade in a sense of balance, and on the stabilization of core. Thus, it was considered to diminish the risk factors for a fall damage caused by musculoskeletal degeneration and to be capable of preventing a serious disorder of activity due to a chronic senile disease.

A Study on the Fear of Fall and Fall Efficacy in the Elderly (노인의 낙상두려움, 낙상태도 및 낙상효능감에 관한 연구)

  • Hyeon, Il-Seon
    • Journal of Industrial Convergence
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    • v.16 no.3
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    • pp.1-7
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    • 2018
  • This study is a descriptive research study for examining the general characteristics and health-related characteristics of the elderly in a local community, investigating factors for the fear of fall and identifying the relationship between the fear of fall, attitude to fall and fall efficacy. The subject of this study was 140 senior citizens who are using a community center in D city. The collected data was analyzed with the SPSS/WIN 21.0 program. The result of the study showed there was a significant difference in the fear of fall according to gender, person living together, subjective health condition, pain and unsafe gait. There was a significant negative correlation between the fear of fall and fall fear and fall efficacy. However, fall fear and fall efficacy were positive correlated. This study aims to provide necessary preliminary data for developing fall prevention program that can improve the fear of fall, attitude to fall and fall efficay based on the results of this study.

The Effects of Fall Prevention Education on the Fall-related Knowledge and Prevention activity of the Elderly Hospitalized in Internal Medicine Department (낙상예방교육이 내과병동 노인 환자의 낙상 관련지식, 낙상예방행위에 미치는 효과)

  • Chung, Myung Sill
    • Journal of muscle and joint health
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    • v.20 no.2
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    • pp.102-111
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    • 2013
  • Purpose: This study was conducted to examine the effects of a fall prevention education on the fall-related knowledge, prevention activity of the elderly hospitalized in internal medicine department. Methods: A nonequivalent control group pretest-posttest design was used for this study. A total of 44 patients of the elderly hospitalized in internal medicine department were randomly divided into the experimental group (n=22) and the control group (n=22). The experimental group received about an half hour, fall prevention education at the admission day, 3days and 5days after admission, while the control group received the usual care. The outcome variables were measured before and after fall prevention education. Data were analyzed with $x^2$-test and t-test by using SPSS 12. Results: The experimental group showed significant improvement in fall-related knowledge and prevention activity. Conclusion: The fall prevention education was effective in increasing fall-related knowledge and prevention activity of the elderly hospitalized in internal medicine department. For reducing fall events, it is important to educate the elderly hospitalized about fall-related knowledge and prevention activity related to fall.

Science of Falling and Injury in Older Adults - Do All Falls Lead to Death?: Literature Review (노인 낙상 - 넘어짐 그리고 인체손상의 과학, 넘어지면 다 죽는가?: 문헌 고찰)

  • Choi, Woochol Joseph;Lim, Kitaek;Kim, Seung-su;Lee, Se-young
    • Physical Therapy Korea
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    • v.28 no.3
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    • pp.161-167
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    • 2021
  • Understanding sciences behind fall-related hip fractures in older adults is important to develop effective interventions for prevention. The aim of this review is to provide biomechanical understanding and prevention strategies of falls and related hip fractures in older adults, in order to guide future research directions from biomechanical perspectives. While most hip fractures are due to a fall, a few of falls are injurious causing hip fractures, and most falls are non-injurious. Fall mechanics are important in determining injurious versus non-injurious falls. Many different biomechanical factors contribute to the risk of hip fracture, and effects of each individual factors are known well. However, combining effects, and correlation and causation among the factors are poorly understood. While fall prevention interventions include exercise, vision correction, vitamin D intake and environment modification, injury prevention strategies include use of hip protectors, compliant flooring and safe landing strategies, vitamin D intake and exercise. While fall risk assessments have well been established, limited efforts have been made for injury risk assessments. Better understanding is necessary on the correlation and causation among factors affecting the risk of falls and related hip fractures in older adults. Development of the hip fracture risk assessment technique is required to establish more efficient intervention models for fall-related hip fractures in older adults.

A Basic Study on the Fall Direction Recognition System Using Smart phone (스마트폰을 이용한 낙상 방향 검출 시스템의 기초 연구)

  • Na, Ye-Ji;Lee, Sang-Jun;Wang, Chang-Won;Jeong, Hwa-Young;Ho, Jong-Gab;Min, Se-Dong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.10a
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    • pp.1384-1387
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    • 2015
  • 고령화 사회로 진입하면서 노인들은 노화과정에 의한 보행능력의 감소 및 근력 약화와 같은 신체적 변화로 인해 잦은 낙상을 경험한다. 이에 따라 낙상 사고를 감지하는 연구가 활발히 진행되고 있다. 낙상은 사전 예방도 중요하지만 사고 발생 후의 신속한 대처도 중요하다. 낙상을 감지하고 의료진에게 즉시 낙상정보를 제공하여 후속적 조치를 취하는 것은 사고 후 대처의 핵심이다. 본 논문에서는 스마트폰 환경에서 사용자의 낙상 후 방향을 판별하기 위해 두 가지 센서 데이터의 특정 값들을 추출하였으며, 이에 5 가지 기계학습 알고리즘을 적용하였다. 사용자는 스마트폰을 착용한 상태로 전후좌우 4 방향 낙상 실험을 진행하며 스마트폰 내에 내장된 3 축 가속도 센서와 3 축 자이로 센서값을 측정한다. 피험자 11 명을 대상으로 낙상 실험 결과, 5 가지의 분류기 중 k-NN에서 98.6%의 인식률을 나타내었다. 뽑아낸 특징 값과 분류 알고리즘은 낙상의 방향 검출에 유용한 것으로 판단된다.