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

Correlation between ECG and Cardiac Cycle01:25

Correlation between ECG and Cardiac Cycle

6.5K
The electrical signals recorded on an electrocardiogram (ECG) occur before the mechanical processes of contraction and relaxation during the cardiac cycle.
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
6.5K
Guidelines For Measuring Vital Signs01:19

Guidelines For Measuring Vital Signs

1.7K
Following these guidelines can help nurses accurately measure vital signs, assess changes in patient conditions, and provide timely treatment when necessary. Adhering closely to the guidelines ensures the accuracy and reliability of the results.
Before taking a patient's vital signs, a nurse would consider and assess the patient's comfort level and ensure appropriate equipment is available.
1.7K
Introduction to Vital Signs01:25

Introduction to Vital Signs

2.3K
Vital signs are physiological measurements that help key into the status of the body's essential functions. These include body temperature, pulse rate, respiratory rate, and blood pressure, commonly abbreviated as T, P, R, and BP. Some healthcare settings also consider oxygen saturation (SpO2) and, in specific contexts, pain and level of consciousness as additional vital signs.
Vital signs help healthcare professionals assess an individual's well-being and detect any functional changes...
2.3K
Factors Influencing Heart Rate01:30

Factors Influencing Heart Rate

2.8K
The heart rate, or pulse rate, is a vital indicator of cardiovascular health. It reflects the number of times the heart beats per minute. Various physiological and environmental factors influence heart rate, increasing or decreasing cardiac output. Understanding these factors is crucial for assessing heart function and identifying potential health issues.
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
2.8K

You might also read

Related Articles

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

Sort by
Same author

Successes and Challenges in Implementing Stepped Care for Mental Health in Jordan: A Qualitative Process Evaluation.

Nursing & health sciences·2025
Same author

Quantum quench dynamics of geometrically frustrated Ising models.

Nature communications·2024
Same author

Intelligent Human Operator Mental Fatigue Assessment Method Based on Gaze Movement Monitoring.

Sensors (Basel, Switzerland)·2024
Same author

AI-Based Approach to One-Click Chronic Subdural Hematoma Segmentation Using Computed Tomography Images.

Sensors (Basel, Switzerland)·2024
Same author

Remote Heart Rate Estimation Based on Transformer with Multi-Skip Connection Decoder: Method and Evaluation in the Wild.

Sensors (Basel, Switzerland)·2024
Same author

High gain differentiator based neuro-adaptive arbitrary order sliding mode control design for MPE of standalone wind power system.

PloS one·2024

Related Experiment Video

Updated: Jul 16, 2025

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research
07:15

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research

Published on: December 18, 2020

4.5K

A Machine Learning-Based Correlation Analysis between Driver Behaviour and Vital Signs: Approach and Case Study.

Walaa Othman1, Batol Hamoud1, Alexey Kashevnik1,2

  • 1Saint Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS), 199178 St. Petersburg, Russia.

Sensors (Basel, Switzerland)
|September 9, 2023
PubMed
Summary
This summary is machine-generated.

This study analyzes driver state, vehicle maneuvers, and external events. Findings show weak correlations between actions like overtaking and physiological signs like heart rate, suggesting potential for advanced driver safety systems.

Keywords:
correlation analysisdriver maneuversdriving behaviourexternal eventsmachine learningvital signs

More Related Videos

Driving Under the Influence: How Music Listening Affects Driving Behaviors
07:25

Driving Under the Influence: How Music Listening Affects Driving Behaviors

Published on: March 27, 2019

12.4K
Software for Analysis of Heart Rate and Blood Pressure Time-series Data from the Valsalva Maneuver
14:28

Software for Analysis of Heart Rate and Blood Pressure Time-series Data from the Valsalva Maneuver

Published on: June 27, 2025

161

Related Experiment Videos

Last Updated: Jul 16, 2025

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research
07:15

Tactile Vibrating Toolkit and Driving Simulation Platform for Driving-Related Research

Published on: December 18, 2020

4.5K
Driving Under the Influence: How Music Listening Affects Driving Behaviors
07:25

Driving Under the Influence: How Music Listening Affects Driving Behaviors

Published on: March 27, 2019

12.4K
Software for Analysis of Heart Rate and Blood Pressure Time-series Data from the Valsalva Maneuver
14:28

Software for Analysis of Heart Rate and Blood Pressure Time-series Data from the Valsalva Maneuver

Published on: June 27, 2025

161

Area of Science:

  • Physiological monitoring in automotive safety
  • Driver behavior analysis and biometrics
  • Human-computer interaction in vehicles

Background:

  • Increasing traffic accidents necessitate understanding driver state.
  • Existing research often links single physiological signs to driving conditions.
  • A comprehensive analysis of driver state, maneuvers, and external events is lacking.

Purpose of the Study:

  • To analyze correlations between driver state (vital signs, head/eye pose) and vehicle/external events.
  • To develop and integrate models for estimating driver state and environmental factors.
  • To identify key relationships for enhancing in-vehicle safety systems.

Main Methods:

  • Utilized in-cabin video for vital signs, head/eye pose estimation.
  • Employed out-cabin video and sensor data for external events and driver maneuvers.
  • Developed CNN, BiLSTM, and Decision Tree models for event/maneuver classification.
  • Calculated correlation matrices between all estimated and detected variables.

Main Results:

  • Weak correlations found between maneuvers/overtaking events and heart rate/blood pressure.
  • A correlation exists between head yaw angle and overtaking events.
  • Negative correlation observed between systolic blood pressure and vehicle proximity.

Conclusions:

  • Driver maneuvers and external events like overtaking induce physiological stress (heart rate, blood pressure).
  • Head pose changes correlate with specific driving events.
  • Findings support the development of sophisticated safety systems to manage driver state during critical events.