just now

Bias, Equity, and Reality: Issues When Using AI for ECG-based Diagnostics

Listen to this episode

0:00 / 0:00

Summary

Bias, Equity, and Reality: Issues When Using AI for ECG-based Diagnostics Guests: Gari Clifford, Ph.D. @GariClifford and Reza Sameni, Ph.D. @RezaSameni Hosts: Anthony H. Kashou, M.D. (@anthonykashoumd) Joining us today to discuss issues when using AI for ECG-based diagnostics is Gari Clifford, Ph.D., Chair of Biomedical Informatics at Emory University and professor of Biomedical Engineering at Georgia Institute of Technology, and Reza Sameni, Ph.D., associate professor of the department of Biomedical Informatics at Emory University. Drs. Clifford and Sameni share interests in machine learning, digital hardware design, statistical signal processing and application areas span across cardiovascular disease, neuropsychiatric health, among others. Tune in to learn about issues when using AI for ECG-based diagnostics. Specific topics discussed: What are the key barriers to building AI models from electrocardiogram data? What can be done to mitigate the bias in AI models beyond balancing data. Can you expand on what you mean by addressing bias is much deeper than just balancing data? What parting advice do you have for anyone wanting to use AI on large volumes of ECGs? Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV and @MayoCVservices. Facebook: MayoCVservices LinkedIn: Mayo Clinic Cardiovascular Services NEW Cardiovascular Education App:The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today! No CME credit offered for this episode. Podcast episode transcript found here.

First published

03/16/2023

Genres

education health fitness medicine science

Duration

22 minutes

Parent Podcast

Mayo Clinic Cardiovascular CME

View Podcast

Share this episode

Similar Episodes

  • Teamwork, Triumphs, and Tomorrow in Electrocardiography at the Mayo Clinic

    10/17/2023

    Recognizing the Longstanding Concerns in ECG Interpretation Proficiency Guest: Peter Noseworthy, M.D, M.B.A. Host: Anthony H. Kashou, M.D.  In this episode, we delve deep into the heart of the Mayo Clinic’s Heart Rhythm and Physiologic Monitoring Laboratory, exploring its pivotal milestones, innovations, and the collaborative spirit driving its success. Through candid stories of challenges, we gain insight into the lab's resilience and vision for the future of electrocardiography.   Topics Discussed Impact on patient care in diagnosis over time How the lab has adapted to the ever-evolving demands of health care Innovations that have kept the Heart Rhythm and Physiologic Monitoring Laboratory at the forefront Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV and @MayoCVservices. LinkedIn: Mayo Clinic Cardiovascular Services Cardiovascular Education App: The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today! No CME credit offered for this episode. Podcast episode transcript found here.

    Clean
  • Cardiovascular Recovery in Anthracycline Cardiotoxicity

    01/24/2023

    Cardiovascular Recovery in Anthracycline Cardiotoxicity Guest: Joerg Herrmann, M.D. Host: Malcolm R. Bell, M.D. Joining us today to discuss cardiovascular recovery in anthracycline cardiotoxicity is Joerg Herrmann, M.D., professor of medicine and director of the cardio-oncology clinic at Mayo Clinic in Rochester, Minnesota. Dr. Herrmann is a leading expert in cardio-oncology issues, so tune in to learn more about cardiovascular recovery in anthracycline cardiotoxicity. Specific topics discussed: What is the role of these drugs in the current era and what are their side effects? Are there certain strategies to mitigate the risk of cardiotoxicity? How do you treat patients who do develop cardiotoxicity? Is any long-term follow-up needed? Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV. NEW Cardiovascular Education App: The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today! No CME credit offered for this episode. Podcast episode transcript found here.

    Clean
  • Mayo Clinic Radio on Cancer: Understanding clinical trials

    12/13/2016

    On this podcast, Referral Coordinator at Mayo Clinic, Toni Mangskau, explains clinical trials.

    Clean
  • Treating Heart Failure in Adults with Congenital Heart Disease: Mechanical Support

    06/06/2023

    Treating Heart Failure in Adults with Congenital Heart Disease: Mechanical Support Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV and @MayoCVservices. LinkedIn: Mayo Clinic Cardiovascular Services Cardiovascular Education App: The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today! No CME credit offered for this episode.  

    Clean

Similar Podcasts

No similar podcasts found

Episode Description

Bias, Equity, and Reality: Issues When Using AI for ECG-based Diagnostics

Guests: Gari Clifford, Ph.D. @GariClifford and Reza Sameni, Ph.D. @RezaSameni

Hosts: Anthony H. Kashou, M.D. (@anthonykashoumd)

Joining us today to discuss issues when using AI for ECG-based diagnostics is Gari Clifford, Ph.D., Chair of Biomedical Informatics at Emory University and professor of Biomedical Engineering at Georgia Institute of Technology, and Reza Sameni, Ph.D., associate professor of the department of Biomedical Informatics at Emory University. Drs. Clifford and Sameni share interests in machine learning, digital hardware design, statistical signal processing and application areas span across cardiovascular disease, neuropsychiatric health, among others. Tune in to learn about issues when using AI for ECG-based diagnostics.

Specific topics discussed:

  • What are the key barriers to building AI models from electrocardiogram data?
  • What can be done to mitigate the bias in AI models beyond balancing data.
  • Can you expand on what you mean by addressing bias is much deeper than just balancing data?
  • What parting advice do you have for anyone wanting to use AI on large volumes of ECGs?

Connect with Mayo Clinic's Cardiovascular Continuing Medical Education online at https://cveducation.mayo.edu or on Twitter @MayoClinicCV and @MayoCVservices.

Facebook: MayoCVservices

LinkedIn: Mayo Clinic Cardiovascular Services

NEW Cardiovascular Education App: The Mayo Clinic Cardiovascular CME App is an innovative educational platform that features cardiology-focused continuing medical education wherever and whenever you need it. Use this app to access other free content and browse upcoming courses. Download it for free in Apple or Google stores today!

No CME credit offered for this episode.

Podcast episode transcript found here.

Discussion (0)

Be respectful and constructive in your comments

No comments yet

Be the first to share your thoughts about this episode!