Deepthy Varghese, MSN, ACNP, FNP, Northside Hospital is joined by Tina Baykaner, MD, MPH Stanford University, and Gurukripa N Kowlgi, MBBS, MSci,  Mayo Clinic–Rochester to discuss; the multicenter study investigated the potential of machine learning (ML) models to improve risk stratification for implantable cardioverter-defibrillator (ICD) implantation in patients at risk of sudden cardiac death (SCD). By combining clinical variables with 12-lead electrocardiogram (ECG) time-series features, the models aimed to predict non-arrhythmic mortality within three years after device implantation. Results showed that ML models identified patients at risk with high accuracy, demonstrating robust performance in both the development and external validation cohorts. This suggests that ML-based approaches could enhance risk assessment for SCD prevention in primary prevention populations.

• Understand the potential of machine learning (ML) models to improve risk stratification for implantable cardioverter-defibrillator (ICD) implantation in patients at risk of sudden cardiac death (SCD).
• Learn how the combination of clinical variables with 12-lead electrocardiogram (ECG) time-series features can enhance predictive accuracy for non-arrhythmic mortality within three years after device implantation, as demonstrated in the study.

Deepthy Varghese, MSN, ACNP, FNP, Northside Hospital
Tina Baykaner, MD, MPH, Stanford University
Gurukripa N Kowlgi, MBBS, MSci, Mayo Clinic–Rochester

ACE Disclosure Policy

The Heart Rhythm Society is committed to the provision of Accredited Continuing Education (formerly known as Continuing Medical Education (CME)) that is balanced, objective, and evidence based. HRS adheres to the Standards for Integrity and Independence in Accredited Continuing Education of the Accreditation Council for Continuing Medical Education (ACCME) which require that those individuals in a position to control the content of an educational activity (including, but not limited to, planners, faculty, authors, committee members, content reviewers, editors, and staff) disclose all financial relationships with an ACCME-defined ineligible company* within the 24 months prior to the disclosure.

Any individual who refuses to disclose financial relationships is disqualified from participating in HRS ACE-certified activities. Owners and employees of ACCME-defined ineligible companies may have no role in the planning or implementation of ACE activities without a special written exemption from the HRS Chief Learning Officer that will be granted only in specific circumstances that meet ACCME requirements.

ACCME Definition:

*An ineligible company is one whose primary business is producing, marketing, selling, re-selling, or distributing healthcare products used by or on patients.

Examples of such organizations include:

• Advertising, marketing, or communication firms whose clients are ineligible companies
• Bio-medical startups that have begun a governmental regulatory approval process
• Compounding pharmacies that manufacture proprietary compounds
• Device manufacturers or distributors
• Diagnostic labs that sell proprietary products
• Growers, distributors, manufacturers or sellers of medical foods and dietary supplements
• Manufacturers of health-related wearable products
• Pharmaceutical companies or distributors
• Pharmacy benefit managers
• Reagent manufacturers or sellers

D. Varghese: Nothing to disclose

Contributor Disclosure(s):
G. Kowlgi: Nothing to disclose
T. Baykaner: Honoraria, Speaking, and Consulting: Medtronic Inc., Pacemate, Research: NIH

The Heart Rhythm Society is accredited by the Accreditation Council for Continuing Medical Education (ACCME) to provide continuing medical education for physicians.

Physicians AMA Designation Statement
The Heart Rhythm Society designates this internet-enduring activity for a maximum of .25 AMA PRA Category 1 Credits™. Physicians should claim only the credit commensurate with the extent of their participation in the activity.

ABIM Maintenance of Certification (MOC) Statement 

Successful completion of this ACE activity, which includes participation in the evaluation component, enables the participant to earn up to .25 MOC points in the American Board of Internal Medicine's (ABIM) Maintenance of Certification (MOC) program. Participants will earn MOC points equivalent to the amount of ACE credits claimed for the activity. It is the ACE activity provider's responsibility to submit participant completion information to ACCME for the purpose of granting ABIM MOC credit.

Royal College of Physicians and Surgeons of Canada MOC Recognition Statement
Through an agreement between the Accreditation Council for Continuing Medical Education and the Royal College of Physicians and Surgeons of Canada, medical practitioners participating in the Royal College MOC Program may record completion of accredited activities registered under the ACCME’s “ACE in Support of MOC” program in Section 3 of the Royal College’s MOC Program.

Other Credit Available
A Credit Certificate (for physicians) or Certificate of Participation (for non-physicians) will be provided to individuals seeking credit from the following organizations which accept AMA PRA Category 1 Credit(s)™. Note that participants are advised to contact their certifying body for specific information regarding credit submissions:
·         American Academy of Family Physicians (AAFP) (for elective credit)
·         American Academy of Nurse Practitioners Certification Board (AANPCB)
·         American Academy of Physician Assistants (AAPA)
·         American Nurses Credentialing Center (ANCC)
·         American Osteopathic Association (AOA) (for Category 2 credit)
·         Committee on Accreditation of Continuing Medical Education (Canada)
·         European Board for Accreditation in Cardiology (EBAC)
·         European CME Credits (ECMEC)
·         German Chambers of Physicians
·         National Society of Genetic Counselors (for Category 2 credit)
·         Oman Medical Specialty Board
·         Qatar Council for Healthcare Practitioners
·         Royal College of Physicians and Surgeons of Canada (RCPSC)