Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Related Concept Videos

Documentation in Long-Term and Home Healthcare Setting

Documentation in Long-Term and Home Healthcare Setting

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

Cognitive Development During Adulthood

Cognitive Development During Adulthood

Cognitive development continues throughout adulthood, undergoing significant shifts across early, middle, and late stages. Individual transition occurs from adolescent idealism to pragmatic and adaptable thinking in early adulthood. During this period, individuals learn to integrate personal beliefs with the recognition that other perspectives are equally valid. Exposure to the complexities of modern society, diverse experiences, and higher education contribute to this adaptive thought process,...

You might also read

Related Articles

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

Sort by

Same author

AI home monitoring for behavioral markers of cerebrovascular disease.

NPJ digital medicine·2026

Same author

Public Health Communication Challenges in Eastern Europe and Central Asia: A Scoping Review.

International journal of environmental research and public health·2026

Same author

Antimicrobial Resistance and the Blood-Brain Barrier: Complex Interactions and Implications for Neurological Health.

Molecular neurobiology·2025

Same author

Impact of Comorbidities on Treatments and Outcomes of Systemic Sclerosis-Associated Pulmonary Arterial Hypertension.

Canadian respiratory journal·2025

Same author

Trends in 'Watch' and 'Reserve' Antibiotic Use in Primary Care in Kazakhstan: The Imperative for Enhancing Stewardship Strategies.

Antibiotics (Basel, Switzerland)·2025

Same author

Real-World Safety of Esketamine Nasal Spray: A Comprehensive Analysis Almost 5 Years After First Approval.

The American journal of psychiatry·2025

Search research articles

Related Experiment Video

Updated: May 16, 2025

Design and Analysis for Fall Detection System Simplification

Design and Analysis for Fall Detection System Simplification

Published on: April 6, 2020

An Interpretable AI for Smart Homes: Identifying Fall Prevention Strategies for Older Adults Using Multimodal Deep

Jeongyeop Baek, Yifan Li, Lisa Lim

IEEE Journal of Biomedical and Health Informatics

|May 14, 2025

Summary

This summary is machine-generated.

Falls are a major risk for older adults. This study identifies key home-based fall prevention strategies by analyzing activity and environmental factors, improving safety for seniors.

More Related Videos

Author Spotlight: Innovations in iTUG Test for Enhanced Risk Assessment and Cognitive Insights

Author Spotlight: Innovations in iTUG Test for Enhanced Risk Assessment and Cognitive Insights

Published on: October 25, 2024

Using a Real-Time Locating System to Measure Walking Activity Associated with Wandering Behaviors Among Institutionalized Older Adults

Using a Real-Time Locating System to Measure Walking Activity Associated with Wandering Behaviors Among Institutionalized Older Adults

Published on: February 8, 2019

Related Experiment Videos

Last Updated: May 16, 2025

Design and Analysis for Fall Detection System Simplification

Design and Analysis for Fall Detection System Simplification

Published on: April 6, 2020

Author Spotlight: Innovations in iTUG Test for Enhanced Risk Assessment and Cognitive Insights

Author Spotlight: Innovations in iTUG Test for Enhanced Risk Assessment and Cognitive Insights

Published on: October 25, 2024

Using a Real-Time Locating System to Measure Walking Activity Associated with Wandering Behaviors Among Institutionalized Older Adults

Using a Real-Time Locating System to Measure Walking Activity Associated with Wandering Behaviors Among Institutionalized Older Adults

Published on: February 8, 2019

Area of Science:

Gerontology
Public Health
Data Science

Background:

Falls are a leading cause of mortality and preventable emergencies in older adults.
Effective fall prevention strategies are crucial for maintaining independence and quality of life in seniors.

Purpose of the Study:

To develop an interpretation framework and multimodal predictive models to identify home-based fall prevention strategies.
To analyze feature importance for predicting fall emergency occurrences (FEOs) using advanced machine learning techniques.

Main Methods:

Utilized a BiCrossNet architecture for a predictive model achieving 98% accuracy with 12,540 data points.
Employed permutation importance (PIMP) and SHapley Additive exPlanations (SHAP) for global feature importance analysis.
Integrated static and time-series data, including activity patterns and indoor thermal environment features.

Main Results:

Activity-related and indoor thermal environment features are significant predictors of FEOs.
Increased activity in living rooms/kitchens and outdoors decreased FEOs, while time in bedrooms/bathrooms increased FEOs.
Indoor temperature and humidity were important, influenced by outdoor conditions, highlighting the need for personalized strategies.

Conclusions:

Activity patterns and indoor climate are key modifiable factors for fall prevention at home.
Personalized fall prevention strategies, considering individual health conditions, are essential for older adults.
The developed framework and models offer a robust approach to identifying effective fall prevention interventions.