Elderly Behavior Prediction Using a Deep Learning Model in Smart Homes

2020 ◽  
pp. 115-131
Author(s):  
Sridevi U. K. ◽  
Sophia Sudhir ◽  
Shanthi Palaniappan
Keyword(s):  
Smart Home ◽  
Health Care Services ◽  
The Elderly ◽  
Learning Model ◽  
Machine Learning Algorithms ◽  
Mobility Patterns ◽  
Daily Lives ◽  
Care Services ◽  
Security Device ◽  
At Home

The goal of a smart home is to keep track of the behaviors of the older adults with disabilities within the home, and then anticipate their activity to help with other actions. Elderly and disabled people have problems with their daily lives, while most other people are unaware of their difficulties. Helping the elderly to live independently allows them to lead their daily lives in a better manner. The implementation of analytics and machine learning algorithms leads to a predictive approach to health care services. In this chapter, a learning model in a smart home concept focuses on making it possible for the elderly to remain safe and comfortable at home. The transformative home security device learning architecture of the smart home platform is a valuable solution to studying mobility patterns at home, with the ability to identify behavioral changes related to issues of wellbeing. A predictive learning system can effectively recognize and identify the behavior of the elderly. A learning model, a recurrent neural network (RNN) is proposed to evaluate the people's activity. The focus of the present study is to forecast the deterioration in mental function and give warnings for the benefit of seniors.

scholarly journals Caring for One’s Wife With Dementia—at Home: Older Husbands’ Experiences With Managing Challenges of Everyday Life

SAGE Open ◽  
2019 ◽  
Vol 9 (1) ◽  
pp. 215824401983445
Author(s):  
Linda Rykkje ◽  
Oscar Tranvåg
Keyword(s):  
Health Care ◽  
Health Care Services ◽  
Qualitative Interviews ◽  
Care Services ◽  
People With Dementia ◽  
Memory Clinics ◽  
Male Caregivers ◽  
Caregiving Roles ◽  
Caregiver Role ◽  
At Home

More than 80,000 Norwegians live with dementia. Most caregivers for people with dementia are spouses, and women outnumber men. Due to an aging population, and women’s higher risk of dementia as well as men’s increased life expectancy, the number of male caregivers will rise. There are some differences in the caregiving roles of men and women. Research suggest that males report lower burden and depression than female caregivers, but some men struggle to adjust to the caregiver role, and men are less likely to access health care services. The aim of this study is to explore the experiences of husbands engaged in caregiving for their home-dwelling spouse with dementia. This knowledge will add to the growing body of research about men in the context of dementia care and may raise gender awareness. The method is qualitative interviews with hermeneutical interpretation. The participants are five husbands recruited from two Hospital Memory Clinics in Norway. The results portray how the husbands managed their everyday challenges, and how they adapted to changes, experiences of loss and bereavement, and how they redefined personal freedom and expanded their responsibilities. Acknowledging the rewards of caregiving, the husbands found their life meaningful and they were thriving in their caregiving role. Health care personnel should recognize and respect the challenging life situation caregiving husbands may experience, calling for personnel to learn from, care for, and collaborate with them, enabling the couple to live a meaningful life together at home as long as possible.

scholarly journals Older people living at home: experiences of healthy ageing

2021 ◽  
Vol 22 ◽  
Author(s):  
Astrid Fjell ◽  
Kristin Ådnøy Eriksen ◽  
Monica Hermann ◽  
Anne-Marie Boström ◽  
Seiger Berit Cronfalk
Keyword(s):  
Health Care ◽  
Older People ◽  
Older Persons ◽  
Health Care Services ◽  
Healthy Ageing ◽  
Group Discussions ◽  
Care Services ◽  
Manifest Content ◽  
Professional Perspective ◽  
At Home

Abstract Aim: The purpose of this study was to investigate how old persons perceived their life to be, how they viewed the ageing process and their need of health care and societal support. Background: The purpose of WHO’s Healthy Ageing strategy and development of age-friendly environments is to support physiological and psychosocial changes in old persons by facilitating basic needs. Interventions to operationalize these needs in older people living at home are often developed from a professional perspective and to a small extent involves the perceptions, experience and expectations of the older persons. Method: This qualitative study has an explorative design using focus group discussions to collect data. In all, 34 persons between 69 and 93 years of age participated in seven group discussions. The interviews were analyzed using inductive manifest content analysis. Findings: The main results suggest that most old persons enjoyed life and wished it to continue for as long as possible. Important was to sustain networks and to feel useful. Unexpected changes were described as threats and the need to use health care services was associated with illness and being dependent. The result is presented in three categories with sub-categories: ‘Embracing life’, ‘Dealing with challenges’ and ‘Considering the future’.

Reaction of New Soviet Immigrants to Primary Health Care Services in Israel

1998 ◽  
Vol 28 (3) ◽  
pp. 555-574 ◽  
Author(s):  
Larissa I. Remennick ◽  
Naomi Ottenstein-Eisen
Keyword(s):  
Health Care ◽  
Health Care Services ◽  
The Elderly ◽  
Medical Services ◽  
Structured Interviews ◽  
Cultural Aspects ◽  
Care Services ◽  
Israeli Population ◽  
Primary Health Care Services ◽  
Diverse Cultures

The post-1989 immigration wave from the former U.S.S.R. has increased the Israeli population by over 12 percent, seriously affecting the host health care system. This study draws on semi-structured interviews with the immigrants visiting outpatient clinics in the Tel-Aviv area in order to explore organizational and cultural aspects of their encounter with the Israeli medical services. While instrumental aspects of care were seen as an improvement over the Soviet standards, communication between providers and clients was seriously flawed, reflecting both a language barrier and diverse cultures of illness and cure. Many interviewees complained of the impersonal, “technical” attitude of Israeli physicians toward patients and the lack of holism in care, which they allegedly enjoyed before emigration. Some immigrant patients feel deprived of the paternalism of the Soviet medical system, complaining that Israeli providers “forego responsibility” for patients' health. A consumerist approach to medical services is also a novelty, and immigrants have to learn to be informed and assertive clients. Most problems are experienced by the elderly patients; overall, women seem to adjust to the new system better than men.

scholarly journals Primary health care services utilization and satisfaction among the elderly in Asir region, Saudi Arabia

2004 ◽  
Vol 10 (3) ◽  
pp. 365-371
Author(s):  
A. A. Mahfouz ◽  
A. I. Al Sharif ◽  
M. N. El Gamal ◽  
A. H. Kisha
Keyword(s):  
Health Care ◽  
Primary Health Care ◽  
Elderly People ◽  
Health Care Services ◽  
Tertiary Care ◽  
The Elderly ◽  
Care Services ◽  
Primary Health ◽  
Primary Health Care Services ◽  
Long Time

Use of primary health care [PHC] services and satisfaction among elderly people [60 + years] in Asir was studied in 26 PHC centers. They visited PHC centers significantly less often than younger adults but they were referred significantly more often to secondary and tertiary care and for more laboratory tests. A r and om sample of 253 elderly people attending the centers was interviewed about accessibility, continuity, humaneness, informativeness and thoroughness of care. Overall, 79.0% were satisfied with the services provided. The leading 3 items of dissatisfaction were:not enough audiovisual means for health education [65.1%], long time spent in the centre [46.4%], and not enough specialty clinics [42.5%]

“Safety at Home”: Experiences From Testing of Video Communication Between Patients and Home Health Care Personnel

SAGE Open ◽  
2017 ◽  
Vol 7 (4) ◽  
pp. 215824401774490 ◽  
Author(s):  
Linda Rykkje ◽  
Gunhild H. B. Hjorth
Keyword(s):  
Health Care ◽  
Home Health Care ◽  
Health Care Services ◽  
Video Communication ◽  
Health Care Personnel ◽  
Chronic Obstructive ◽  
Second Phase ◽  
Obstructive Pulmonary Disease ◽  
Care Services ◽  
At Home

The implementation of welfare technology in Norwegian municipals is a governmental priority, but there is little research on transfer of technological solutions into regular health care services. The aim of the project “Safety at home” was to test and evaluate the use of video communication between patients and health care personnel. There were two test periods, with the initial phase focusing on patients with chronic obstructive pulmonary disease (COPD). The second phase focused on patients who most likely would benefit from video communication. Nine patients tested the equipment, and they were interviewed afterward. In addition, nursing personnel evaluated the project through focus group interviews. The results identified that the equipment was user friendly and contributed to the patients’ feelings of safety. However, there were concerns about video calls replacing the “human touch” of home visits. The personnel also experienced that the technological solution had limitations, and new tasks added to their workload. The choice of focusing on COPD patients was considered a disadvantage, and we recommend that future projects should not be restricted by diagnosis and should target the most eligible candidates.

Looking for Better Health in All the Wrong Places: The Road to “Equality” Hits a Dead End

2012 ◽  
Vol 40 (1) ◽  
pp. 33-44 ◽  
Author(s):  
Tom Miller
Keyword(s):  
Health Care ◽  
Health Policy ◽  
Health Care Services ◽  
The Elderly ◽  
The Road ◽  
Care Services ◽  
Care For The Elderly ◽  
Dead End ◽  
Path Dependent

I was initially assigned the working title, “Pursuing Equality in Health Care for the Elderly Is Futile.” I prefer to think of that particular dead end of health policy as one of listening to the wrong music for too long. Hence, this article reprises and revises the title song of the early 1980s movie, Urban Cowboy, but with Johnny Lee’s original lyrics adapted as “Looking for better health [rather than either ‘love’ or ‘love of equality’] in all the wrong places.” The better goal is to achieve more progress in improving health for more people, including (but not limited to) the elderly. It need not be as futile as the pursuit of the elusive abstraction of “equality” for all — but only if we first move away from a path-dependent approach of recent times that remains too narrowly focused on statistical disparities in health care services received by particular groups.

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