A Smart Health Care Monitor System in IoT Based Human Activities of Daily Living: A Review

Author(s):  
Jose K. Reena ◽  
R. Parameswari
2020 ◽  
Vol 11 (1) ◽  
pp. 10
Author(s):  
Muchun Su ◽  
Diana Wahyu Hayati ◽  
Shaowu Tseng ◽  
Jiehhaur Chen ◽  
Hsihsien Wei

Health care for independently living elders is more important than ever. Automatic recognition of their Activities of Daily Living (ADL) is the first step to solving the health care issues faced by seniors in an efficient way. The paper describes a Deep Neural Network (DNN)-based recognition system aimed at facilitating smart care, which combines ADL recognition, image/video processing, movement calculation, and DNN. An algorithm is developed for processing skeletal data, filtering noise, and pattern recognition for identification of the 10 most common ADL including standing, bending, squatting, sitting, eating, hand holding, hand raising, sitting plus drinking, standing plus drinking, and falling. The evaluation results show that this DNN-based system is suitable method for dealing with ADL recognition with an accuracy rate of over 95%. The findings support the feasibility of this system that is efficient enough for both practical and academic applications.


2020 ◽  
Vol 62 (10) ◽  
pp. 3881-3910
Author(s):  
Yannick Francillette ◽  
Bruno Bouchard ◽  
Kévin Bouchard ◽  
Sébastien Gaboury

2019 ◽  
Vol 32 (9) ◽  
pp. 987-997 ◽  
Author(s):  
Prachi P. Chavan ◽  
Satish K. Kedia ◽  
Xinhua Yu

Objective: This study examines effects of physical and functional limitations on health care utilization among older cancer survivors, compared with those without cancer and without physical and functional limitations. Method: Medicare Current Beneficiary Survey data from 2008 to 2011 were used. Physical limitations (PL), activities of daily living (ADL), and instrumental activities of daily living (IADL) were measured on a 5-point scale. Propensity score weighting was developed using logistic regressions. Results: Older cancer survivors with physical and functional limitations had higher rate of emergency department visits than those without limitations (PL: 21.8% vs.17%, adjusted odds ratio [aOR]:1.72, 95% confidence interval [CI]: [1.26, 2.35], p < .05; ADL: 25.8% vs.17.4%, aOR: 2.68, 95% CI: [1.86, 3.86], p < .001), and higher cost of hospitalization (IADL: M = US$24,916, SD: 3,877.1). Conclusion: Older cancer survivors with physical and functional limitations had higher health care utilization compared with those without cancer. Addressing complex and unique health care needs in this population will help reduce excess burden on the health care system.


2009 ◽  
Vol 89 (4) ◽  
pp. 324-332 ◽  
Author(s):  
Anne Shumway-Cook ◽  
Marcia A Ciol ◽  
Jeanne Hoffman ◽  
Brian J Dudgeon ◽  
Kathryn Yorkston ◽  
...  

Background and Purpose Falls are a major health problem in the elderly community; however, questions regarding incidence, risk factors, and provider response to falls exist. The purpose of this study was to examine the incidence of falls, associated factors, health care costs, and provider response to falls among Medicare beneficiaries. Participants The participants were 12,669 respondents to the Medicare Current Beneficiaries Survey (MCBS). Methods Categories of number of falls (none, one, recurrent) and injury type (medically injurious versus not medically injurious) were created from the falls supplement to the MCBS. Means and proportions for the entire Medicare population were estimated using sampling weights. The association between sociodemographic variables and fall status was modeled using ordinal or binary logistic regression. Aggregate health costs by fall category were estimated from claims data. Results Population estimates of falls reported in 2002 ranged from 3.7 million (single fall) to 3.1 million (recurrent falls), with an estimated 2.2 million people having a medically injurious fall. Recurrent falls were more likely with increased age, being female, being nonwhite, reporting fair or poor health, and increased number of limitations in personal activities of daily living and instrumental activities of daily living and comorbidities. Although estimates of the actual costs of falls could not be determined, “fallers” consistently had larger utilization costs than “nonfallers” for the year 2002. Fewer than half (48%) of the beneficiaries reported talking to a health care provider following a fall, and 60% of those beneficiaries reported receiving fall prevention information. Discussion and Conclusions Falls are common and may be associated with significant health care costs. Most importantly, health care providers may be missing many opportunities to provide fall prevention information to older people.


2006 ◽  
Vol 14 (7S_Part_30) ◽  
pp. P1610-P1610
Author(s):  
Sandra Schüssler ◽  
Julia Zuschnegg ◽  
Lucas Paletta ◽  
Maria Fellner ◽  
Josef Steiner ◽  
...  

2019 ◽  
Vol 32 (2) ◽  
pp. 67-75 ◽  
Author(s):  
Julia Burgdorf ◽  
Alicia Arbaje ◽  
Jennifer L. Wolff

Family caregivers make important contributions to home health care for older adults, but knowledge of the specific roles they assume is lacking. We analyzed data from 1,758 community-dwelling Medicare beneficiaries aged 65+ receiving Medicare-funded home health care between 2011 and 2016, using linked National Health and Aging Trends Study and Outcomes and Assessment Information Set data. Most (86.7%) beneficiaries receiving home health care had an identified need for family caregiver assistance, and nearly 6 in 10 (57.9%) had identified need for caregiver assistance with five or more tasks. After examining significant associations between older adult characteristics and identified needs for caregiver assistance with specific tasks, we identified three profiles of older adults who demonstrate similar patterns of identified need for family caregiver assistance during home health. These profiles include: (1) older adults with greater functional impairment who more often had identified need for assistance with Instrumental Activities of Daily Living, advocacy, or Activities of Daily Living; (2) older adults with cognitive impairment who more often had identified need for assistance with medication administration or supervision; and (3) older adults with greater clinical severity who more often had identified need for assistance with medical procedures and equipment. Findings support calls to develop training interventions and strengthen the partnership between home health providers and family caregivers. These three profiles present a potential framework for the development of family caregiver training programs.


2012 ◽  
Vol 2 (2) ◽  
pp. 58-61
Author(s):  
Anna Christine Doehring

Five years ago, the author survived a nasty car accident which brought her to the place of offering healing for others. This paper demonstrates how ‘patient users’ in web space may document a lot of their health details on their own in the form of narratives, as well as meticulously prepared lists that can be shared in ‘user driven health care’ forums and commented on by health professionals who genuinely want to help them. The author’s connection with non-mainstream healing is strong. This author shares that even after getting an MRI by a neuro-radiologist, the testing was not followed up by competent care. It was not carefully explained to her so she understood the implications of the lesions for further activities of daily living by the neuro-radiologist but rather it was left to the chiropractor to explain even though he may be ill-equipped to provide post injury brain care and life skills management. Finally, the narrative points toward the fine balance between finding effective treatment options and the responsibility of providing financially for oneself and family after a debilitating injury.


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