Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Dementia01:30

Dementia

109
Dementia is a collective term for cognitive disorders primarily affecting memory, thinking, and reasoning. It is not a specific disease but a syndrome, with Alzheimer's disease being the most common cause, accounting for approximately 60-80% of cases. Other types include vascular dementia, Lewy body dementia, and frontotemporal dementia. Dementia affects millions worldwide, particularly older adults, though it is not a normal part of aging.
The progression of dementia is generally gradual....
109
Alzheimer's Disease: Treatment01:22

Alzheimer's Disease: Treatment

172
Alzheimer's Disease (AD), a neurodegenerative disorder, is pathologically identified by amyloid plaques and neurofibrillary tangles composed of tau protein. AD pharmacotherapy aims to manage cognitive symptoms, delay disease progression, and treat behavioral symptoms. The treatment is primarily symptomatic and palliative, with no definitive disease-modifying therapy available. Cholinesterase inhibitors, including donepezil (Aricept), rivastigmine (Exelon), and galantamine (Razadyne), are...
172
Alzheimer's Disease: Overview01:26

Alzheimer's Disease: Overview

456
Alzheimer's Disease (AD) is a continually advancing neurodegenerative disorder, distinguished by escalating memory loss, cognitive dysfunction, and dementia. The disease unfolds in three stages: preclinical, mild cognitive impairment (MCI), and dementia. Its onset is insidious, and the progression gradual, with the cause not well explained by other disorders.
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
456
Nursing Clinical Information System01:27

Nursing Clinical Information System

764
Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
764
Classification of Illness01:17

Classification of Illness

7.4K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.4K
Documentation in Long-Term and Home Healthcare Setting01:29

Documentation in Long-Term and Home Healthcare Setting

876
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
876

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Microbial single-cell transcriptomics links gut microbiota functional states to metabolic changes in male mice.

Nature communications·2026
Same author

Leaching behavior of RM-FGD based backfilling grout under cyclic-pressure and wet-dry cycles induced by underground water level fluctuation.

Environmental research·2026
Same author

A Single-Cell Transcriptomic Atlas of the Ovine Rumen Microbiome Characterizes Lineage-Specific Metabolic Shifts Associated with Host Heat Tolerance.

Advanced science (Weinheim, Baden-Wurttemberg, Germany)·2026
Same author

Identifying circulating protein targets for common factors underlying schizophrenia, depression, and bipolar disorder.

medRxiv : the preprint server for health sciences·2026
Same author

Development and validation of the Good Limb Position Management Scale for Stroke Patients with Hemiplegia by Nurses: a cross-sectional study.

BMJ open·2026
Same author

Clinical characteristics and management strategies in adult foreign-body airway obstruction: A retrospective cohort study.

PloS one·2026

Related Experiment Video

Updated: Jun 18, 2025

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
07:35

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports

Published on: October 13, 2023

1.6K

A knowledge graph-based recommender system for dementia care: Design and evaluation study.

Yue Sun1, Minmin Leng2, Weihua Lu3

  • 1School of Nursing, Peking University, Beijing, China; Peking University Health Science Centre for Evidence-Based Nursing: A Joanna Briggs Institute Affiliated Group, Beijing, China.

International Journal of Medical Informatics
|July 30, 2024
PubMed
Summary

This study introduces a dementia care intelligent recommender system (DCIRS) using a knowledge graph to provide accurate, personalized support for caregivers. The system achieved 98.92% accuracy, offering practical solutions for dementia care challenges.

Keywords:
CaregiversDementiaKnowledge graphRecommender system

More Related Videos

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
12:18

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

Published on: January 11, 2020

7.5K
Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
10:28

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease

Published on: July 24, 2019

15.2K

Related Experiment Videos

Last Updated: Jun 18, 2025

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
07:35

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports

Published on: October 13, 2023

1.6K
A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
12:18

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment

Published on: January 11, 2020

7.5K
Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
10:28

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease

Published on: July 24, 2019

15.2K

Area of Science:

  • Artificial Intelligence
  • Health Informatics
  • Gerontology

Background:

  • Dementia care presents significant challenges for caregivers, necessitating effective and practical support systems.
  • Internet-based tailored health interventions, particularly recommender systems, offer innovative solutions for caregiver support.

Purpose of the Study:

  • To develop a dementia care intelligent recommender system (DCIRS) for personalized and timely recommendations to caregivers facing dementia-related problems.
  • To enhance caregiver support through intelligent, needs-based interventions.

Main Methods:

  • The DCIRS was developed in three stages: constructing a dementia care knowledge graph, integrating it into a recommendation model using graph embedding, and developing the practical DCIRS application.
  • The system's accuracy was validated with 56 caregivers, assessing profiling and recommendation correctness.

Main Results:

  • The DCIRS integrates knowledge graph management and dementia care decision support functionalities.
  • Experimental results with 56 caregivers demonstrated a high accuracy of 98.92% in single-class recommendation tasks, indicating the system's effectiveness.

Conclusions:

  • This pioneering research presents a comprehensive DCIRS for dementia caregivers, demonstrating high specificity and accuracy.
  • The DCIRS offers a novel, patient-centered approach to needs-based support for individuals caring for people with dementia.