Design and development of medical recommendation system for home care service for geriatrics

Download
index.pdf
2015
Beşik, Saliha İrem
Show full item record
374
views
137
downloads
Demands and expectations for health care have gradually increased with the longer life expectancy and decline in birth rate, however the resources reserved for health services are relatively limited. The countries with aging population problems are trying to develop new systems to obtain more effective usage of current resources. The aging population and resultant chronic illnesses has become a real problem for Turkey as well. The increase in elderly population results in more demand for health care because of aging-associated physical or mental limitations and chronic illnesses. Research illustrates that home care services for seniors speed up the healing process. The aim of the thesis is developing a medical recommendation system (RHCS) which generates treatment and care plan recommendations to assist health professionals to make decisions on treatment process of geriatrics. This developed recommendation system will be a part of an integrated patient based e-health platform which provides a home health care for those elderly people who need care, including all of the actors (particularly relatives of elderly people) involved in the nursing period. One of the distinctive points of this study lies in the methodology used which is empowering collaborative filtering recommendation approach with historical data of geriatric patients. Its ontological-based approach, electronic health record structure, compatibility with ICD-10 and ATC clinical classification systems also makes this study prominent. RHCS has evaluated by both offline experiments with historical patient data taken by Ankara Numune Hospital and user studies conducted with 13 doctors. The results are measured by three different types of evaluation metrics, and it is showed that in each case RHCS is a successful system to generate reliable and relevant recommendations. As a future work, RHCS will be adapted to integrate with a rule-based clinical decision support system.
Recommender systems (Information filtering)., Information filtering systems., Medical records, Older people, Medical informatics., Geriatrics.
http://etd.lib.metu.edu.tr/upload/12619648/index.pdf
https://hdl.handle.net/11511/25367
Graduate School of Natural and Applied Sciences, Thesis

Suggestions

Self management of patients with ankylosing spondylitis through a personal health system
Gençtürk, Mert; Çiçekli, Fehime Nihan; Doğaç, Asuman; Department of Computer Engineering (2015)
Today, the growth in the number of aged people in the European population imposes an increasing burden on the healthcare systems. Accordingly, the number of people suffering from chronic conditions continues rising, which leads to an increasing demand for health care services and the subsequent cost pressure on the systems. In this environment, the citizens', especially chronic patients’, contribution to their own treatment is crucial to ensure future health care supply in ageing society. Patient empowermen...
Context of use of home use medical devices: a study on the identification of contextual factors of CPAP devices
Aydın, Merve; Börekçi, Naz Ayşe Güzide Z.; Department of Industrial Design (2014)
World population is getting older and technology is advancing rapidly over the last decades. At the intersection of these changes, there is a growing desire to provide more effective healthcare to the elder population with the help of improving technology. Medical devices have started to become miniaturized, simplified and affordable enough to find their way out of hospitals into homes. This situation has affected the design considerations on medical devices due to the change of the user groups and product ...
Dynamics of elderly-caregiving among different socioeconomic groups in Ankara, Turkey
Sel, Gizem Irmak; Beşpınar Akgüner, Fatma Umut; Department of Gender and Women's Studies (2017)
In the last 20 years, the number of older adults aged 60 and over has been increasing in Turkey in accordance with the increased life expectancy. Accordingly, the needs of ageing population are also changing. However, ageing studies in Turkey do not focus on how these new dynamics are experienced by families. This thesis focuses on how elderly-caregiving is experienced among different socio-economic groups and the effects of this responsibility on their family relations. The study defines caring labour as c...
IMPLEMENTATION OF A PATIENT EMPOWERMENT PLATFORM FOR INTEGRATED CARE
Sarıgül, Bünyamin; Aydın Son, Yeşim; Laleci Ertürkmen, Gökçe Banu; Department of Bioinformatics (2022-2-11)
While the number of chronic disease patients are increasing with the aging population, their complex treatments are a burden in today’s healthcare systems both economically and technically. Integrated care systems are one of the most powerful modern technologies to overcome these difficulties and provide more efficient treatments. Integrated care enables planning the chronic disease treatments in a sustainable and collaborative way for healthcare professionals from various disciplinaries. It also helps care...
Towards an Evidence-Based Decision Support Tool for Management of Musculoskeletal Conditions
Yet, Barbaros; Morrissey, Dylan (2018-01-01)
Musculoskeletal (MSK) problems present an increasing burden for the healthcare sector, particularly in ageing populations. Advances in evidence are often slow to influence clinical decisions, suggesting decision support would be beneficial. We propose a Bayesian network (BN) for providing evidence-based decision support as it can explicitly represent domain knowledge as causal relations and allows both domain knowledge and clinical data to be combined to create a usable decision model. We make a preliminary...
Citation Formats
S. İ. Beşik, “Design and development of medical recommendation system for home care service for geriatrics,” M.S. - Master of Science, Middle East Technical University, 2015.
METU IIS - Integrated Information Service open@metu.edu.tr