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Outcomes of the Together for Life Program in Community-Dwelling Older Adults Living Alone: A Pilot Study. 社区独居老人 "相伴一生 "计划的成果:试点研究。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-21 DOI: 10.3928/00989134-20241009-01
Hye Seung Choi, Younghye Park, Hae-Ra Han, Jong-Eun Lee

Purpose: The current study developed and tested selected effects of the Together for Life (TFL) program for community-dwelling older adults using an embedded mixed methods design.

Method: Nine community volunteers participated in the training program, and 14 people aged ≥65 years, living alone, enrolled in the study. Home visits were conducted by home health nurses every 2 weeks, supplemented by weekly home visits and phone counseling provided by volunteers, for a duration of 20 weeks. This mixed methods study used quantitative and qualitative approaches. Quantitative data were gathered through a questionnaire survey to assess the intervention's effects on health-related quality of life (HRQOL), loneliness, and depression. The qualitative component focused on participants' evaluation of the program.

Results: Significant changes were noted in HRQOL scores with an effect size of 0.6 (p = 0.01). Results indicated the positive impact of the TFL program on HRQOL among older adults as their health status was continuously monitored by volunteers who provided care and home health nurses who assisted with health management during the coronavirus disease 2019 (COVID-19) pandemic.

Conclusion: In a pandemic, personalized health management, such as regular health check-ins provided by home health nurses and home or phone visits provided by volunteers, is crucial for isolated older adults. This pilot program enhanced participants' HRQOL through continuous health monitoring, volunteer care, and nurse support, even during the COVID-19 pandemic. [Journal of Gerontological Nursing, xx(x), xx-xx.].

目的:本研究采用嵌入式混合方法设计,为居住在社区的老年人开发并测试了 "共同生活(TFL)"项目的部分效果:9名社区志愿者参加了培训项目,14名年龄≥65岁的独居老人参加了研究。家庭保健护士每两周进行一次家访,志愿者每周进行一次家访并提供电话咨询,为期 20 周。这项混合方法研究采用了定量和定性方法。定量数据通过问卷调查收集,以评估干预对健康相关生活质量(HRQOL)、孤独感和抑郁的影响。定性部分则侧重于参与者对该计划的评价:结果:HRQOL 评分有显著变化,效应大小为 0.6(p = 0.01)。结果表明,在 2019 年冠状病毒病(COVID-19)大流行期间,提供护理的志愿者和协助健康管理的家庭保健护士持续监测老年人的健康状况,因此 TFL 计划对老年人的 HRQOL 产生了积极影响:结论:在大流行期间,个性化的健康管理,如家庭健康护士提供的定期健康检查和志愿者提供的家访或电话访问,对于孤立无援的老年人来说至关重要。该试点项目通过持续的健康监测、志愿者护理和护士支持,提高了参与者的 HRQOL,即使在 COVID-19 大流行期间也是如此。[老年护理杂志,xx(x),xx-xx]。
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引用次数: 0
Experience Using Multi-Technology for Fall Risk Assessments Among Low-Income Community-Dwelling Older Adults With Mild Cognitive Impairment. 在低收入社区居住的轻度认知障碍老年人中使用多种技术进行跌倒风险评估的经验。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-21 DOI: 10.3928/00989134-20241009-03
Eunice Oladepe Ojo, Ladda Thiamwong, Victoria Loerzel

Purpose: To explore the experiences of low-income community-dwelling older adults with mild cognitive impairment (MCI) in using multi-technology.

Method: We conducted individual interviews with 14 low-income community-dwelling older adults with MCI aged ≥60 years who participated in a technology-based fall risk assessment study. Interviews were recorded, transcribed, and coded. Two researchers worked together using thematic analysis.

Results: Five themes were generated: Satisfaction With Technology, Benefits of Using Technology, Challenges of Using Technology, Facilitators of Using Technology, and Recommendations for Other Older Adults. All participants acknowledged obtaining information about fall risk, physical activities, and balance performance.

Conclusion: Older adults with MCI were able to follow instructions by completing fall risk assessments. They found technology enjoyable and beneficial considering the tracking capacity and feedback obtained from the technology used. These were vital objective data that encouraged fall prevention efforts. [Journal of Gerontological Nursing, xx(x), xx-xx.].

目的:探讨低收入社区轻度认知障碍(MCI)老年人使用多种技术的经验:我们对 14 名年龄≥ 60 岁、居住在社区的低收入轻度认知障碍(MCI)老年人进行了个人访谈,他们参与了一项基于技术的跌倒风险评估研究。我们对访谈进行了录音、转录和编码。两名研究人员共同使用主题分析法进行分析:结果:产生了五个主题:结果:产生了五个主题:对技术的满意度、使用技术的好处、使用技术的挑战、使用技术的促进因素以及对其他老年人的建议。所有参与者都承认获得了有关跌倒风险、体育活动和平衡表现的信息:结论:患有 MCI 的老年人能够按照指示完成跌倒风险评估。考虑到跟踪能力和从所使用的技术中获得的反馈,他们认为技术是令人愉快和有益的。这些都是重要的客观数据,有助于预防跌倒。[老年护理学杂志,xx(x),xx-xx]。
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引用次数: 0
Short-Term Outcomes and Multidimensional Factors Associated With Preoperative Sedentary Behavior Among Chinese Older Adults With Gastric Cancer: An Observational Study. 中国老年胃癌患者术前久坐行为的短期结果及相关多维因素:一项观察性研究
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-21 DOI: 10.3928/00989134-20241010-01
Lingyu Ding, Jinling Lu, Xueyi Miao, Qin Xu, Cui Yao

Purpose: The current study aimed to examine the short-term outcomes and multidimensional factors associated with preoperative sedentary behavior among Chinese older adults with gastric cancer.

Method: An observational study was conducted among older adults with gastric cancer in a tertiary hospital in Jiangsu, China. A total of 393 participants were enrolled by convenience sampling. Sedentary behavior was assessed using the International Physical Activity Questionnaire-Short Form (IPAQ-SF). Logistic regression was applied to explore the relationship between preoperative sedentary behavior and short-term outcomes. Univariate and multivariate analyses were used to determine the factors associated with participants' sedentary behavior.

Results: Preoperative sedentary behavior was related to multiple outcomes, including total complications, prolonged length of stay, and increased hospitalization costs. Two or more comorbidities and depression were risk factors for sedentary behavior. High-density lipoprotein; female sex; and high school, middle school, and primary school and below educational levels were protective factors for sedentary behavior.

Conclusion: Health care professionals need to simultaneously concentrate on multidimensional aspects linked to sedentary behavior to successfully administer behavioral interventions for enhancing older adults' overall prognosis. [Journal of Gerontological Nursing, xx(x), xx-xx.].

目的:本研究旨在探讨中国老年胃癌患者术前久坐行为的短期结果及相关多维因素:方法:本研究在中国江苏省一家三级甲等医院的老年胃癌患者中开展了一项观察性研究。共有 393 名参与者通过方便抽样的方式参与了研究。采用国际体力活动调查问卷-简表(IPAQ-SF)对久坐行为进行评估。采用逻辑回归法探讨术前久坐行为与短期预后之间的关系。采用单变量和多变量分析确定与参与者久坐行为相关的因素:结果:术前久坐行为与多种结果有关,包括总并发症、住院时间延长和住院费用增加。两种或两种以上合并症和抑郁症是导致久坐的风险因素。高密度脂蛋白、女性、高中、初中、小学及以下教育水平是久坐不动的保护因素:结论:医护人员需要同时关注与久坐行为相关的多个方面,以成功实施行为干预,改善老年人的整体预后。[老年护理学杂志,xx(x),xx-xx]。
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引用次数: 0
Experiences of Family Caregivers of Older Adults With Dementia in Korea During the COVID-19 Pandemic: A Qualitative Analysis. COVID-19 大流行期间韩国老年痴呆症患者家庭照顾者的经历:定性分析。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240916-01
Eun Same Joh, Yun-Jung Choi

Purpose: To explore the experiences of family caregivers of older adults with dementia in Korea during the coronavirus disease 2019 pandemic.

Method: In-depth interviews were conducted with eight family caregivers of older adults with dementia from September to October 2021. Collected data were analyzed using Giorgi's phenomenological methodology.

Results: Four themes were derived: A Rough Journey With Worry, A Desolate Life in a Disconnected World, Frustration Due to Health Deterioration, and Looking Toward the Future Despite Heavy Responsibility.

Conclusion: This study is meaningful as it increases our understanding of the experiences and needs of individuals with dementia and their family caregivers, and results can assist in finding ways to help them cope with their difficulties during future pandemic situations. [Journal of Gerontological Nursing, 50(10), 42-48.].

目的:探讨韩国患有痴呆症的老年人的家庭照顾者在2019年冠状病毒疾病大流行期间的经历:2021 年 9 月至 10 月,对 8 名痴呆症老年人的家庭照顾者进行了深入访谈。采用乔吉现象学方法对收集到的数据进行分析:结果:得出了四个主题:结果:得出了四个主题:充满忧虑的坎坷旅程、与世界脱节的荒凉生活、因健康恶化而产生的挫败感以及尽管责任重大但仍要展望未来:这项研究很有意义,因为它加深了我们对痴呆症患者及其家庭照顾者的经历和需求的了解,研究结果有助于找到在未来大流行情况下帮助他们应对困难的方法。[老年护理杂志》,50(10),42-48]。
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引用次数: 0
Use of Socially Assistive Robots to Improve Outcomes Among Hospitalized Older Adults With Dementia: A Pilot Randomized Trial. 使用社交辅助机器人改善住院老年痴呆症患者的治疗效果:一项试点随机试验。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240912-04
Ellen Munsterman, Sandra Petersen, Patricia Newcomb

Purpose: To examine the use of the PARO robotic pet seal for hospitalized older adults with dementia and compare the effects of PARO use with visits by a human on various outcomes, including physical restraint use, psychotropic medications, bedside sitters, and delirium.

Method: Complete data for 38 participants were analyzed using Mann-Whitney U and chi-square tests.

Results: Participants interacting with PARO spent less time in their interactions; however, they received fewer psychotropic medications and had fewer instances of delirium than those who interacted with human visitors only.

Conclusion: Aspects of hospitalization may limit the time an older adult can sustain attention or be free from interruption; however, short, repeated visits with PARO may affect the development of delirium and decrease use of medications to alter behavior in the hospital setting. [Journal of Gerontological Nursing, 50(10), 11-16.].

目的:研究为患有痴呆症的住院老年人使用 PARO 机器人宠物印章的情况,并比较使用 PARO 和人类探视对各种结果的影响,包括身体约束的使用、精神药物、床边保姆和谵妄:采用曼-惠特尼 U 检验和卡方检验对 38 名参与者的完整数据进行了分析:结果:与 PARO 互动的参与者在互动中花费的时间较少;但是,与只与人类探访者互动的参与者相比,他们接受的精神药物较少,谵妄的发生率也较低:结论:住院治疗可能会限制老年人保持注意力或免受干扰的时间;然而,与 PARO 进行短期、反复的探视可能会影响谵妄的发展,并减少在医院环境中改变行为的药物使用。[老年护理杂志》,50(10),11-16]。
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引用次数: 0
Feasibility of Whole-Body Resistance Training With Social Support Reinforcement for Older Adults Living Alone: A Mixed-Methods Pilot Study. 为独居老人提供社会支持强化的全身阻力训练的可行性:混合方法试点研究》。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240913-01
MoonKi Choi, Jin Seon Kim, Chan Young Park, YeJin Choi, Tejin Yoon, Juyeon Bae

Purpose: To examine the feasibility and acceptability of progressive whole-body resistance training with social support reinforcement for older adults living alone.

Method: This mixed methods single-group pilot study examined an intervention provided over 3 nonconsecutive days per week for 12 weeks. We evaluated quantitative data on recruitment, uptake, retention, and adherence, and measured pretest and posttest outcome scores on body composition, physical function, and psychosocial health. We conducted a focus group interview to collect qualitative data on participants' perspectives.

Results: Seven participants (five women and two men) completed the program (attendance rate = 88.9%). Physical function and psychosocial health improved, but soft lean and skeletal muscle mass decreased. Five themes emerged from the qualitative data.

Conclusion: Results support the feasibility and benefits of this intervention program for older adults living alone despite challenges with recruitment and uptake. [Journal of Gerontological Nursing, 50(10), 34-41.].

目的:研究独居老年人在社会支持强化下进行渐进式全身阻力训练的可行性和可接受性:这项混合方法单组试点研究对每周 3 天非连续的 12 周干预措施进行了检验。我们评估了有关招募、吸收、保持和坚持的定量数据,并测量了有关身体成分、身体功能和社会心理健康的测试前和测试后结果分数。我们还进行了一次焦点小组访谈,以收集有关参与者观点的定性数据:结果:七名参与者(五名女性和两名男性)完成了该计划(参加率=88.9%)。身体功能和心理健康得到了改善,但软瘦肉和骨骼肌质量有所下降。从定性数据中得出了五个主题:尽管在招募和接受方面存在挑战,但结果支持这一针对独居老年人的干预计划的可行性和益处。[老年护理杂志》,50(10),34-41]。
{"title":"Feasibility of Whole-Body Resistance Training With Social Support Reinforcement for Older Adults Living Alone: A Mixed-Methods Pilot Study.","authors":"MoonKi Choi, Jin Seon Kim, Chan Young Park, YeJin Choi, Tejin Yoon, Juyeon Bae","doi":"10.3928/00989134-20240913-01","DOIUrl":"https://doi.org/10.3928/00989134-20240913-01","url":null,"abstract":"<p><strong>Purpose: </strong>To examine the feasibility and acceptability of progressive whole-body resistance training with social support reinforcement for older adults living alone.</p><p><strong>Method: </strong>This mixed methods single-group pilot study examined an intervention provided over 3 nonconsecutive days per week for 12 weeks. We evaluated quantitative data on recruitment, uptake, retention, and adherence, and measured pretest and posttest outcome scores on body composition, physical function, and psychosocial health. We conducted a focus group interview to collect qualitative data on participants' perspectives.</p><p><strong>Results: </strong>Seven participants (five women and two men) completed the program (attendance rate = 88.9%). Physical function and psychosocial health improved, but soft lean and skeletal muscle mass decreased. Five themes emerged from the qualitative data.</p><p><strong>Conclusion: </strong>Results support the feasibility and benefits of this intervention program for older adults living alone despite challenges with recruitment and uptake. [<i>Journal of Gerontological Nursing, 50</i>(10), 34-41.].</p>","PeriodicalId":15848,"journal":{"name":"Journal of gerontological nursing","volume":"50 10","pages":"34-41"},"PeriodicalIF":1.1,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142372037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Support for Nursing Home Caregivers During the COVID-19 Pandemic: A Review. 在 COVID-19 大流行期间对养老院护理人员的支持:回顾。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240912-06
Jacques-Alexis Nkodo, Wassim Gana, Camille Debacq, Amal Aïdoud, Vincent Camus, Victoire Leroy, Bertrand Fougère

Purpose: To review support systems for nursing home caregivers (NHCGs) that were implemented during the first year of the coronavirus disease 2019 (COVID-19) pandemic.

Method: Database searches in PubMed, ScienceDirect, and CINAHL resulted in five publications.

Results: Studies differed in design, interventions, and outcomes. An urgent eye movement desensitization and reprocessing protocol was feasible and effective among nurses in services highly mobilized during the acute phase of the pandemic. The "self-help plus" psychological intervention was not associated with significant reductions in anxiety or posttraumatic symptoms but prompted exploration of non-specific factors influencing its effectiveness. The Extension for Community Healthcare Outcomes in Long-Term Care of the Elderly virtual program increased confidence among NHCGs. Self-compassion training was associated with positive changes for certified nursing assistants. Weekly debriefing sessions implemented at one hospital highlighted pathogenic and salutogenic factors.

Conclusion: The COVID-19 pandemic had a marked psychosocial impact on NHCGs and necessitated targeted interventions. Despite their limitations, these promising studies provided insights into potential support avenues. Policy considerations should stress the pivotal role of advanced practice nurses in shaping supportive work environments. Future research should focus on robust assessments of the efficacy of psychosocial interventions for NHCGs facing ongoing challenges posed by the pandemic, and even recurrent viral epidemics. [Journal of Gerontological Nursing, 50(10), 24-33.].

目的:回顾在冠状病毒病 2019(COVID-19)大流行的第一年为养老院护理人员(NHCGs)实施的支持系统:方法: 在PubMed、ScienceDirect和CINAHL数据库中检索,共获得5篇出版物:研究的设计、干预措施和结果各不相同。紧急眼动脱敏和再处理方案在大流行急性期高度动员的服务部门的护士中是可行且有效的。自助加 "心理干预与焦虑或创伤后症状的显著减少无关,但促使人们探索影响其有效性的非特定因素。老年人长期护理中的社区医疗保健成果推广 "虚拟项目增强了国家医疗保健小组的信心。自我同情培训与认证护理助理的积极变化有关。一家医院实施的每周汇报会强调了致病因素和致救因素:COVID-19大流行对非营利性护理团体产生了明显的社会心理影响,因此有必要采取有针对性的干预措施。尽管存在局限性,但这些有前景的研究为潜在的支持途径提供了启示。政策考虑应强调高级执业护士在营造支持性工作环境中的关键作用。未来的研究应侧重于对面临大流行病甚至是反复病毒流行所带来的持续挑战的国家健康小组进行社会心理干预效果的有力评估。[老年护理杂志》,50(10),24-33]。
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引用次数: 0
Nurses' Provision of Sexual and Reproductive Health to Community-Dwelling Older Adults: An Integrative Review. 护士为居住在社区的老年人提供性健康和生殖健康服务:综合评论》。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240912-05
Salima Siraj, Sherry Dahlke

Purpose: To explore barriers and facilitators to nurses' provision of sexual and reproductive health (SRH) care to community-dwelling older adults.

Method: An integrative literature review was performed using Whittemore and Knafl's method. Three databases were searched for research conducted between 2012 and 2023, and the Mixed Methods Appraisal Tool was used to determine the quality of included studies.

Results: Nine studies were ultimately included for analysis, and themes were Barriers to SRH Care and Facilitators of SRH Care. Barriers to SRH Care included: nurses' lack of knowledge about older adults' sexual health, discomfort discussing sexual topics, age-related stereotypes regarding older adults' sexuality, and older adults' lack of knowledge of and reluctance to discuss sexuality and sexual health issues. Facilitators of SRH Care included: gender of health care provider, nursing education on effective communication strategies, encouraging open dialogue to challenge ageist perceptions, and sexual education for older adults.

Conclusion: Findings underscore the impact of stigma and negative ageist assumptions on whether discussions about SRH occur between nurses and older adults. There is a need for comprehensive education for nurses and older adults about SRH to recognize sexual health needs and promote open and constructive conversations. Moreover, research about how to best facilitate older adults' SRH is needed. [Journal of Gerontological Nursing, 50(10), 17-23.].

目的:探讨护士为社区老年人提供性与生殖健康(SRH)护理的障碍和促进因素:采用 Whittemore 和 Knafl 的方法进行了综合文献综述。方法:采用 Whittemore 和 Knafl 的方法进行了综合文献综述,在三个数据库中搜索了 2012 年至 2023 年期间进行的研究,并使用混合方法评估工具确定了纳入研究的质量:最终纳入了九项研究进行分析,主题分别为性健康和生殖健康护理的障碍以及性健康和生殖健康护理的促进因素。性健康与生殖健康护理的障碍包括:护士对老年人的性健康缺乏了解、在讨论性话题时感到不适、与年龄有关的对老年人性行为的成见、老年人对性行为和性健康问题缺乏了解且不愿讨论。性健康和生殖健康护理的促进因素包括:医疗服务提供者的性别、关于有效沟通策略的护理教育、鼓励公开对话以挑战年龄歧视观念以及针对老年人的性教育:研究结果表明,护士与老年人之间是否就性健康和生殖健康问题进行讨论受到了污名化和消极年龄假设的影响。有必要对护士和老年人进行有关性健康和生殖健康的全面教育,以认识性健康需求并促进开放和建设性的对话。此外,还需要研究如何更好地促进老年人的性健康和生殖健康。[老年护理杂志》,50(10),17-23]。
{"title":"Nurses' Provision of Sexual and Reproductive Health to Community-Dwelling Older Adults: An Integrative Review.","authors":"Salima Siraj, Sherry Dahlke","doi":"10.3928/00989134-20240912-05","DOIUrl":"https://doi.org/10.3928/00989134-20240912-05","url":null,"abstract":"<p><strong>Purpose: </strong>To explore barriers and facilitators to nurses' provision of sexual and reproductive health (SRH) care to community-dwelling older adults.</p><p><strong>Method: </strong>An integrative literature review was performed using Whittemore and Knafl's method. Three databases were searched for research conducted between 2012 and 2023, and the Mixed Methods Appraisal Tool was used to determine the quality of included studies.</p><p><strong>Results: </strong>Nine studies were ultimately included for analysis, and themes were <i>Barriers to SRH Care</i> and <i>Facilitators of SRH Care</i>. <i>Barriers to SRH Care</i> included: nurses' lack of knowledge about older adults' sexual health, discomfort discussing sexual topics, age-related stereotypes regarding older adults' sexuality, and older adults' lack of knowledge of and reluctance to discuss sexuality and sexual health issues. <i>Facilitators of SRH Care</i> included: gender of health care provider, nursing education on effective communication strategies, encouraging open dialogue to challenge ageist perceptions, and sexual education for older adults.</p><p><strong>Conclusion: </strong>Findings underscore the impact of stigma and negative ageist assumptions on whether discussions about SRH occur between nurses and older adults. There is a need for comprehensive education for nurses and older adults about SRH to recognize sexual health needs and promote open and constructive conversations. Moreover, research about how to best facilitate older adults' SRH is needed. [<i>Journal of Gerontological Nursing, 50</i>(10), 17-23.].</p>","PeriodicalId":15848,"journal":{"name":"Journal of gerontological nursing","volume":"50 10","pages":"17-23"},"PeriodicalIF":1.1,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142372039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Feasibility of Fall-Risk Detection in Older Adults: Real-World Use of Sensor Data With Machine Learning. 老年人跌倒风险检测的可行性:传感器数据与机器学习的实际应用。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240912-03
Matthew Farmer, Kimberly R Powell

Purpose: To use machine learning techniques with sensor data to predict fall risk in older adults aging in place.

Method: We tested the feasibility of using anomaly detection on a dataset comprising 315 days of continuous unobtrusive sensor data obtained from a single participant to predict fall risk within a 10-day window. Predictions were validated with performance metrics, including accuracy, F1 score, and receiver operating characteristic-area under curve (ROC-AUC), using actual falls documented in the electronic health record.

Results: The model resulted with accuracy = 0.96 (95% confidence interval [CI] [0.94, 0.99]), F1 = 0.78 (95% CI [0.73, 0.83]), and ROC-AUC = 0.89 (95% CI [0.85, 0.93]).

Conclusion: The application of anomaly detection on sensor data may provide a timely and valid indication of fall risk in older adults within a 10-day window. Further research and validation are warranted to confirm these findings and expand the scope of application in the domain of older adult care and health care support. [Journal of Gerontological Nursing, 50(10), 7-10.].

目的:利用机器学习技术和传感器数据预测居家养老老年人的跌倒风险:我们测试了在一个数据集上使用异常检测的可行性,该数据集包括从单个参与者处获取的 315 天连续非侵入式传感器数据,用于预测 10 天窗口期内的跌倒风险。利用电子健康记录中记录的实际跌倒情况,对预测结果进行了性能指标验证,包括准确率、F1 分数和接收器工作特征曲线下面积 (ROC-AUC):结果:该模型的准确率为 0.96(95% 置信区间 [CI] [0.94,0.99]),F1 = 0.78(95% CI [0.73,0.83]),ROC-AUC = 0.89(95% CI [0.85,0.93]):对传感器数据进行异常检测可在 10 天内及时有效地提示老年人的跌倒风险。为了证实这些发现并扩大其在老年人护理和医疗保健支持领域的应用范围,有必要开展进一步的研究和验证。[老年护理杂志》,50(10),7-10]。
{"title":"Feasibility of Fall-Risk Detection in Older Adults: Real-World Use of Sensor Data With Machine Learning.","authors":"Matthew Farmer, Kimberly R Powell","doi":"10.3928/00989134-20240912-03","DOIUrl":"https://doi.org/10.3928/00989134-20240912-03","url":null,"abstract":"<p><strong>Purpose: </strong>To use machine learning techniques with sensor data to predict fall risk in older adults aging in place.</p><p><strong>Method: </strong>We tested the feasibility of using anomaly detection on a dataset comprising 315 days of continuous unobtrusive sensor data obtained from a single participant to predict fall risk within a 10-day window. Predictions were validated with performance metrics, including accuracy, F1 score, and receiver operating characteristic-area under curve (ROC-AUC), using actual falls documented in the electronic health record.</p><p><strong>Results: </strong>The model resulted with accuracy = 0.96 (95% confidence interval [CI] [0.94, 0.99]), F1 = 0.78 (95% CI [0.73, 0.83]), and ROC-AUC = 0.89 (95% CI [0.85, 0.93]).</p><p><strong>Conclusion: </strong>The application of anomaly detection on sensor data may provide a timely and valid indication of fall risk in older adults within a 10-day window. Further research and validation are warranted to confirm these findings and expand the scope of application in the domain of older adult care and health care support. [<i>Journal of Gerontological Nursing, 50</i>(10), 7-10.].</p>","PeriodicalId":15848,"journal":{"name":"Journal of gerontological nursing","volume":"50 10","pages":"7-10"},"PeriodicalIF":1.1,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142372036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Gerontological Nurses' Civic Duty: Impact of November's Election on Rural Health and Older Adults. 老年学护士的公民责任:11 月大选对农村健康和老年人的影响。
IF 1.1 4区 医学 Q4 GERIATRICS & GERONTOLOGY Pub Date : 2024-10-01 DOI: 10.3928/00989134-20240912-02
Olivia C Rubio, Donna M Fick
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引用次数: 0
期刊
Journal of gerontological nursing
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