Jove
Visualize
Contact Us

Related Concept Videos

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

5.9K
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...
5.9K
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving01:29

Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving

111
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
111
Cardiopulmonary Resuscitation III: AED Use01:23

Cardiopulmonary Resuscitation III: AED Use

103
Introduction to AEDAn Automated External Defibrillator (AED) is a portable medical device that analyzes the heart's rhythm and, if necessary, delivers an electrical shock to help the heart re-establish an effective rhythm during sudden cardiac arrest (SCA). SCA occurs when the heart suddenly and unexpectedly stops beating, leading to a loss of blood flow to the brain and other vital organs. In such emergencies, time is of the essence, and using an AED, combined with Cardiopulmonary...
103

You might also read

Related Articles

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

Sort by
Same author

Nonresective Emergency Management of Perforated Sigmoid Diverticulitis: A Case Report.

Cureus·2026
Same author

A Case Report of a Spontaneous Venous Aneurysm Present for 25 Years.

Cureus·2025
Same author

Journal update monthly top five.

Emergency medicine journal : EMJ·2025
Same author

Developments in Deep Learning Artificial Neural Network Techniques for Medical Image Analysis and Interpretation.

Diagnostics (Basel, Switzerland)·2025
Same author

Convolutional Neural Network to Classify Infrared Thermal Images of Fractured Wrists in Pediatrics.

Healthcare (Basel, Switzerland)·2024
Same author

Cancer morbidity and mortality trends in Trinidad and Tobago (2008-2018).

Journal of health, population, and nutrition·2023
Same journal

Is there evidence that intranasal ketamine can provide adequate procedural sedation in paediatric patients?

Emergency medicine journal : EMJ·2026
Same journal

Consensus-based definition of paediatric out-of-hospital clinical deterioration: a modified delphi study.

Emergency medicine journal : EMJ·2026
Same journal

Parents' and children's experiences of prehospital care after a child's head injury: a qualitative study.

Emergency medicine journal : EMJ·2026
Same journal

Nurse-delivered intravenous opioids in UK emergency departments: implications for pain standards and practice.

Emergency medicine journal : EMJ·2026
Same journal

Are high doses of naloxone required for nitazene overdoses?

Emergency medicine journal : EMJ·2026
Same journal

A cold, blue leg.

Emergency medicine journal : EMJ·2026
See all related articles
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 Experiment Video

Updated: Oct 1, 2025

Constructing and Visualizing Models using Mime-based Machine-learning Framework
06:19

Constructing and Visualizing Models using Mime-based Machine-learning Framework

Published on: July 22, 2025

928

Building artificial intelligence and machine learning models : a primer for emergency physicians.

Shammi L Ramlakhan1, Reza Saatchi2, Lisa Sabir3

  • 1Emergency Department, Sheffield Children's NHS Foundation Trust, Sheffield, UK sramlakhan@nhs.net.

Emergency Medicine Journal : EMJ
|March 4, 2022
PubMed
Summary
This summary is machine-generated.

Artificial intelligence (AI) shows promise in Emergency Medicine (EM). This paper guides clinicians and researchers on developing AI models, emphasizing collaboration with data scientists for successful implementation in emergency departments (EDs).

Keywords:
methodsresearch designstatistics

More Related Videos

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

704
Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
05:33

Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System

Published on: July 11, 2025

334

Related Experiment Videos

Last Updated: Oct 1, 2025

Constructing and Visualizing Models using Mime-based Machine-learning Framework
06:19

Constructing and Visualizing Models using Mime-based Machine-learning Framework

Published on: July 22, 2025

928
Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

704
Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
05:33

Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System

Published on: July 11, 2025

334

Area of Science:

  • Healthcare Technology
  • Medical Informatics
  • Artificial Intelligence in Medicine

Background:

  • Artificial intelligence (AI) is increasingly studied for healthcare applications.
  • Emergency Medicine (EM) is exploring AI for operational, predictive, diagnostic, and prognostic uses in emergency departments (EDs).
  • A prior manuscript provided a conceptual framework and glossary for AI in EM research.

Purpose of the Study:

  • To supplement the existing framework by detailing key considerations for developing AI models in EM.
  • To guide clinicians and researchers through the practical aspects of AI model development.
  • To foster successful real-world implementation of AI in emergency care.

Main Methods:

  • Exploration of key issues and considerations for AI model development.
  • Focus on the collaborative process between domain experts (EM clinicians) and data scientists.
  • Building upon a previously established conceptual framework for AI in EM.

Main Results:

  • Highlights the critical importance of synergistic collaboration between EM clinicians and data scientists.
  • Identifies essential factors for clinicians and researchers to consider during AI model development.
  • Provides practical insights to enhance the successful creation of AI tools for emergency care.

Conclusions:

  • Effective collaboration and understanding between EM and data science experts are crucial for successful AI model development.
  • Addressing key issues in the development process increases the likelihood of real-world AI application in emergency departments.
  • This work supports clinicians and researchers in navigating the complexities of AI implementation in EM.