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

Design Example: Analyzing Capacity Contours for Flood Risk Assessment01:17

Design Example: Analyzing Capacity Contours for Flood Risk Assessment

105
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
105
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

150
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
150
Ethical Issues01:27

Ethical Issues

1.2K
Nurses are essential in patient care, upholding the ethical principles of their profession and effectively navigating ethical dilemmas. Neglecting ethical issues can lead to inadequate patient care, compromised therapeutic relationships, and moral distress among healthcare workers.
Ethical Concerns in Healthcare:
1.2K
Global Regulatory Systems01:28

Global Regulatory Systems

82
Global regulatory systems in bacteria enable rapid and coordinated responses to environmental changes by integrating sensory inputs with gene expression, ensuring efficient adaptation to fluctuating conditions. Key global regulatory mechanisms include regulons, two-component systems, sigma factors, and secondary messengers.Regulons and Global RegulatorsA regulon is a collection of genes and operons controlled by a common global regulator. These regulators enable bacteria to prioritize resource...
82
Strategies for Assessing and Addressing Confounding01:25

Strategies for Assessing and Addressing Confounding

159
Confounding is a critical issue in epidemiological studies, often leading to misleading conclusions about associations between exposures and outcomes. It occurs when the relationship between the exposure and the outcome is mixed with the effects of other factors that influence the outcome. Given that, addressing confounding is of high importance for drawing accurate inferences in research.
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
159

You might also read

Related Articles

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

Sort by
Same author

On the state of protein function prediction: a report on the fourth CAFA challenge.

bioRxiv : the preprint server for biology·2026
Same author

An Ecofriendly and Cost-Effective Method for Producing LiOH from Li<sub>2</sub>SO<sub>4</sub> Using Indigenously Engineered Bipolar Membrane Electrodialysis.

Langmuir : the ACS journal of surfaces and colloids·2026
Same author

Recent Advances in Bipolar Membrane Engineering for Direct Seawater Electrolysis: Improved Efficiency and Stability for Hydrogen Generation.

Small (Weinheim an der Bergstrasse, Germany)·2025
Same author

Alkaline Stable and Mechanically Robust Interpenetrating Polymer Network Type Anion Exchange Membrane for High-Performance Alkaline Electrolyzer.

Small (Weinheim an der Bergstrasse, Germany)·2025
Same author

Highly Stable Engineered Homogeneous Bipolar Membranes for Efficacious Water Electrolysis for Hydrogen Generation.

Small (Weinheim an der Bergstrasse, Germany)·2025
Same author

Inhibition of VE-PTP rejuvenates Schlemm's canal in aged mice and acts via Tie2.

PloS one·2025

Related Experiment Video

Updated: Sep 15, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
05:47

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

587

Navigating ethical minefields: a multi-stakeholder approach to assessing interconnected risks in generative AI using

Sridhar Jonnala1,2, Nisha Mary Thomas2,3, Sarthak Mishra1

  • 1IBM India Pvt. Ltd., Bengaluru, India.

Frontiers in Artificial Intelligence
|July 16, 2025
PubMed
Summary

Generative AI (GAI) presents ethical risks like deepfakes and bias. This study quantifies these risks across stakeholders, proposing a framework for responsible AI deployment and policy development.

Keywords:
AI risksethical AIfoundation modelsgenerative AIresponsible AI

More Related Videos

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
07:31

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

Published on: May 15, 2020

7.2K

Related Experiment Videos

Last Updated: Sep 15, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
05:47

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

587
Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
07:31

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack

Published on: May 15, 2020

7.2K

Area of Science:

  • Artificial Intelligence Ethics
  • Human-AI Interaction
  • Technology Policy

Background:

  • Generative AI (GAI) offers advanced content creation and interaction capabilities.
  • Significant ethical concerns accompany GAI advancements, necessitating rigorous examination.
  • Existing research lacks comprehensive, multi-stakeholder analysis of GAI ethical risks.

Purpose of the Study:

  • To empirically analyze the causal relationships between GAI ethical risks and deployment outcomes.
  • To identify and quantify critical ethical challenges across GAI modules (input, training, output).
  • To develop a balanced ethical risk framework for responsible GAI advancement.

Main Methods:

  • Novel multi-stakeholder empirical analysis using the grey decision-making-trial-and-evaluation-laboratory methodology.
  • Comprehensive literature review and expert validation across AI developers, end users, and policymakers.
  • Quantitative analysis including Euclidean-distance analysis for risk perception divergence.

Main Results:

  • Identified and analyzed 14 critical ethical challenges in GAI, including deepfakes, IP rights, data transparency, and bias.
  • Significant divergences in risk perception noted among stakeholders, especially concerning adversarial prompts, data bias, and output bias.
  • Developed a risk categorization framework: critical enablers, mild enablers, independent enablers, and critical dependents.

Conclusions:

  • Findings contribute to a balanced ethical risk framework for GAI, promoting responsible innovation.
  • Actionable recommendations for risk mitigation strategies and policy development are provided.
  • Emphasizes the need for collaborative stakeholder approaches in the evolving GAI landscape.