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

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Integrated Healthcare System01:20

Integrated Healthcare System

1.5K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
1.5K
Analgesia and Pain Management01:25

Analgesia and Pain Management

422
Pain is critical to various clinical pathologies, provoking an urgent need for effective management. Pain, whether acute or chronic, is a complex neurochemical process. Its alleviation depends on the type, with nonopioid analgesics effective for mild to moderate pain, such as musculoskeletal or inflammatory pain, while neuropathic pain responds best to anticonvulsants, tricyclic antidepressants, or serotonin/norepinephrine reuptake inhibitors. For severe acute or chronic pain, opioids may be...
422

You might also read

Related Articles

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

Sort by
Same author

Image encryption with 6D hyperchaotic system and vision transformer autoencoder.

Scientific reports·2026
Same author

Leveraging Large Language Models for Automating Outpatients' Message Classifications of Electronic Medical Records.

Healthcare (Basel, Switzerland)·2025
Same author

Efficient Obstacle Detection and Tracking Using RGB-D Sensor Data in Dynamic Environments for Robotic Applications.

Sensors (Basel, Switzerland)·2022
Same author

Single-image reconstruction using novel super-resolution technique for large-scaled images.

Soft computing·2022
Same author

Enhancing Handover for 5G mmWave Mobile Networks Using Jump Markov Linear System and Deep Reinforcement Learning.

Sensors (Basel, Switzerland)·2022
Same author

Smart sentiment analysis system for pain detection using cutting edge techniques in a smart healthcare framework.

Cluster computing·2022
Same journal

RETRACTED: Zhang et al. A Novel Framework for Reconstruction and Imaging of Target Scattering Centers via Wide-Angle Incidence in Radar Networks. <i>Sensors</i> 2025, <i>25</i>, 6802.

Sensors (Basel, Switzerland)·2026
Same journal

Enhancing Unsupervised Multi-Source Domain Adaptation for Person Re-Identification via Mixture of Experts and Graph-Based Relation.

Sensors (Basel, Switzerland)·2026
Same journal

Development of an Instrumented Glove for Palmar Pressure Assessment in Kayakers.

Sensors (Basel, Switzerland)·2026
Same journal

Development and Experimental Validation of an Autonomous IoT-Based Monitoring System for Real-Time Water Quality Assessment in the Amazon River.

Sensors (Basel, Switzerland)·2026
Same journal

Semi-Supervised Adversarial Learning Framework for Controller Area Network Bus Intrusion Detection.

Sensors (Basel, Switzerland)·2026
Same journal

Smart Optimization Method for Safety Signs in Innovative Manufacturing Environments Integrating Industrial Field IoT Sensors and Knowledge Graphs.

Sensors (Basel, Switzerland)·2026
See all related articles

Related Experiment Video

Updated: May 25, 2025

Multi-Modal Signals for Analyzing Pain Responses to Thermal and Electrical Stimuli
09:16

Multi-Modal Signals for Analyzing Pain Responses to Thermal and Electrical Stimuli

Published on: April 5, 2019

10.5K

A Multimodal Pain Sentiment Analysis System Using Ensembled Deep Learning Approaches for IoT-Enabled Healthcare

Anay Ghosh1, Saiyed Umer2, Bibhas Chandra Dhara3

  • 1Department of Computer Science & Engineering, University of Engineering & Management, Kolkata 700160, India.

Sensors (Basel, Switzerland)
|February 26, 2025
PubMed
Summary
This summary is machine-generated.

This study developed a multimodal pain sentiment analysis system using facial expressions and speech to accurately assess pain levels in healthcare. The integrated approach significantly improves pain recognition accuracy compared to single-modality systems.

Keywords:
CNNIoTaudiofusionmultimodalpain recognitionsentiment analysis

More Related Videos

Determining Pain Detection and Tolerance Thresholds Using an Integrated, Multi-Modal Pain Task Battery
09:38

Determining Pain Detection and Tolerance Thresholds Using an Integrated, Multi-Modal Pain Task Battery

Published on: April 14, 2016

12.6K
Author Spotlight: Quantifying Pain Experience &#8211; An Illustrative Approach Using the Pain Body Diagram
09:00

Author Spotlight: Quantifying Pain Experience – An Illustrative Approach Using the Pain Body Diagram

Published on: July 7, 2023

3.1K

Related Experiment Videos

Last Updated: May 25, 2025

Multi-Modal Signals for Analyzing Pain Responses to Thermal and Electrical Stimuli
09:16

Multi-Modal Signals for Analyzing Pain Responses to Thermal and Electrical Stimuli

Published on: April 5, 2019

10.5K
Determining Pain Detection and Tolerance Thresholds Using an Integrated, Multi-Modal Pain Task Battery
09:38

Determining Pain Detection and Tolerance Thresholds Using an Integrated, Multi-Modal Pain Task Battery

Published on: April 14, 2016

12.6K
Author Spotlight: Quantifying Pain Experience &#8211; An Illustrative Approach Using the Pain Body Diagram
09:00

Author Spotlight: Quantifying Pain Experience – An Illustrative Approach Using the Pain Body Diagram

Published on: July 7, 2023

3.1K

Area of Science:

  • Artificial Intelligence
  • Healthcare Technology
  • Biomedical Signal Processing

Background:

  • Unimodal systems for pain sentiment analysis have limitations in accuracy and real-time application.
  • Accurate pain assessment is crucial for effective patient care and treatment decisions.
  • Internet of Things (IoT)-enabled healthcare frameworks require advanced tools for patient monitoring.

Purpose of the Study:

  • To develop and evaluate a multimodal sentiment analysis system for human pain recognition.
  • To integrate facial expression and speech-audio data for enhanced pain intensity assessment.
  • To improve real-time patient care decision-making in IoT healthcare settings.

Main Methods:

  • Facial region detection and feature extraction using deep learning (CNNs) with transfer learning.
  • Speech-audio preprocessing and feature extraction, including deep learning for divergent features.
  • Fusion of image-based and audio-based pain sentiment analysis model outcomes.
  • Implementation across five key phases from detection to final multimodal fusion.

Main Results:

  • The multimodal system achieved high accuracies: 99.31% (2-class), 99.54% (3-class), and 87.41% (5-class).
  • Individual unimodal systems showed strong performance: image-based up to 84.27%, audio-based up to 98.32%.
  • The proposed system demonstrated superiority over state-of-the-art methods in pain sentiment analysis.

Conclusions:

  • Multimodal sentiment analysis integrating facial and audio data significantly enhances pain recognition accuracy.
  • The developed system offers a robust solution for objective pain assessment in healthcare.
  • This technology supports improved patient management and personalized treatment within IoT healthcare frameworks.