AIMC Topic: Geriatric Assessment
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Applying machine learning methods to develop a successful aging maintenance prediction model based on physical fitness tests.
Geriatrics & gerontology international
May 1, 2020
AIM: The purpose of this study was to develop a machine learning prediction model for successful aging (SA) based on physical fitness tests.
Aged, 80 and over
Sensitivity and Specificity
Male
Aging
Middle Aged
Exercise
Humans
Machine Learning
Female
Aged
Decision Trees
Predictive Value of Tests
Geriatric Assessment
Physical Fitness
Independent Living
Healthy Aging
China
Surveys and Questionnaires
ROC Curve
Logistic Models
Follow-Up Studies
A social robot intervention on depression, loneliness, and quality of life for Taiwanese older adults in long-term care.
International psychogeriatrics
Apr 14, 2020
OBJECTIVES: To investigate the effect of a social robot intervention on depression, loneliness, and quality of life of older adults in long-term care (LTC) and to explore participants' experiences and perceptions after the intervention.
Deep learning prediction of falls among nursing home residents with Alzheimer's disease.
Geriatrics & gerontology international
Apr 8, 2020
AIM: This study aimed to use a convolutional neural network (CNN) to investigate the associations between the time of falling and multiple complicating factors, including age, dementia severity, lower extremity strength and physical function, among n...
The application of artificial intelligence (AI) techniques to identify frailty within a residential aged care administrative data set.
International journal of medical informatics
Feb 4, 2020
INTRODUCTION: Research has shown that frailty, a geriatric syndrome associated with an increased risk of negative outcomes for older people, is highly prevalent among residents of residential aged care facilities (also called long term care facilitie...
Home care aides' observations and machine learning algorithms for the prediction of visits to emergency departments by older community-dwelling individuals receiving home care assistance: A proof of concept study.
PloS one
Aug 13, 2019
BACKGROUND: Older individuals receiving home assistance are at high risk for emergency visits and unplanned hospitalization. Anticipating their health difficulties could prevent these events. This study investigated the effectiveness of an at-home mo...
Humans
Machine Learning
Algorithms
Prospective Studies
Female
Hospitalization
Aged
Aged, 80 and over
Male
Surveys and Questionnaires
Frail Elderly
Home Care Services
Home Health Aides
Predictive Value of Tests
Emergency Service, Hospital
Geriatric Assessment
Proof of Concept Study
Independent Living
Reliability and acceptability of using a social robot to carry out cognitive tests for community-dwelling older adults.
Geriatrics & gerontology international
Mar 18, 2019
AIM: To improve access to cognitive testing for older adults, the reliability and acceptability of a speech-based cognitive test administered by a social robot were investigated.
NMD-12: A new machine-learning derived screening instrument to detect mild cognitive impairment and dementia.
PloS one
Mar 8, 2019
INTRODUCTION: Using machine learning techniques, we developed a brief questionnaire to aid neurologists and neuropsychologists in the screening of mild cognitive impairment (MCI) and dementia.
Diagnosis, Differential
Area Under Curve
Geriatric Assessment
Neuropsychological Tests
Aged, 80 and over
Diagnosis, Computer-Assisted
Humans
Adult
Surveys and Questionnaires
Machine Learning
Sensitivity and Specificity
Cognitive Dysfunction
Female
Male
Dementia
Aged
Middle Aged
ROC Curve
Mass Screening
Higher Serum Endocan Level Is Associated with Alzheimer Disease.
Dementia and geriatric cognitive disorders
Jan 26, 2018
BACKGROUND: The novel molecule endocan, which is released by endothelium and is regulated by proangiogenic and proinflammatory cytokines, may have a role in the pathophysiology of Alzheimer disease (AD). The aim of this study was to evaluate the rela...
Comparing clinician descriptions of frailty and geriatric syndromes using electronic health records: a retrospective cohort study.
BMC geriatrics
Oct 25, 2017
BACKGROUND: Geriatric syndromes, including frailty, are common in older adults and associated with adverse outcomes. We compared patients described in clinical notes as "frail" to other older adults with respect to geriatric syndrome burden and healt...
A Robotic Coach Architecture for Elder Care (ROCARE) Based on Multi-User Engagement Models.
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society
Sep 13, 2016
The aging population with its concomitant medical conditions, physical and cognitive impairments, at a time of strained resources, establishes the urgent need to explore advanced technologies that may enhance function and quality of life. Recently, r...
Female
Humans
Social Support
Physical Therapy Modalities
Reproducibility of Results
Geriatric Assessment
Pilot Projects
Self-Help Devices
Aged
Robotics
Neurological Rehabilitation
Activities of Daily Living
Aged, 80 and over
Equipment Design
Patient Satisfaction
Sensitivity and Specificity
Feasibility Studies
Cognition Disorders
Male
Equipment Failure Analysis
Man-Machine Systems
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