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Healthcare 2030: DiMe’s Blueprint to Transform Healthcare

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Patient-generated health data for evidence-based oversight of AI-enabled medical devices

Gaps in real-world monitoring limit the ability to assess how AI-enabled medical devices perform once deployed in care settings. Device behavior can change over time, vary across populations, and introduce risks that are not fully captured through premarket evaluation alone, creating uncertainty about real-world safety, effectiveness, and equity, and posing challenges for effective post-market oversight.

To address this gap, DiMe is conducting a policy-focused analysis examining how patient-generated health data (PGHD), alongside other forms of real-world data and evidence (RWD/E), can strengthen oversight of AI-enabled medical devices after deployment. This work centers patient experience and outcomes while helping regulatory decision-makers move from reactive oversight to earlier, evidence-informed intervention.

Through this effort, DiMe is working with Arnold Ventures to enable more transparent, accountable, and patient-centered oversight that amplifies patient voice and supports FDA and congressional efforts to ensure AI-enabled medical devices remain safe, effective, and equitable in real-world use.

This work is focuses on:

Analyzing current oversight gaps by identifying where existing regulatory approaches fall short in monitoring the real-world performance and safety of AI-enabled medical devices as they evolve over time and are used across diverse populations.

Clarify the role of PGHD by examining how patient-generated health data capture patient experience and outcomes outside traditional clinical encounters alongside other real-world evidence to improve visibility into device performance, risk, and impact in post-market settings.

Develop actionable policy recommendations by translating findings into targeted education and policy-relevant recommendations that support FDA and congressional oversight of AI-enabled medical devices and address post-market evidence gaps.


The outputs from this effort will contribute to:

  • Stronger patient-centered oversight: Greater incorporation of patient experience and outcomes into postmarket monitoring, helping ensure AI-enabled medical devices continue to serve patients safely and equitably over time.

  • Improved postmarket surveillance: Earlier identification of safety issues, performance drift, and unintended impacts through more effective use of real-world and patient-generated data.

  • More consistent oversight decision-making: Clearer, evidence-based inputs to inform FDA and congressional oversight of AI-enabled medical devices across the product lifecycle.

Our funder

arnold_ventures_logo

We are grateful to Arnold Ventures for their generous support in making this possible.

Subscribe to DiMe’s monthly newsletter for updates on project findings, policy insights, and resources related to patient-centered oversight of AI-enabled medical devices.

Public workshop insights

In June 2024, DiMe and FDA conducted a two-day public workshop to explore the implementation of PGHD during medical device development and clinical studies. Insights from the workshop are being incorporated into the research and resource development for Vision 2030.

Day 1 | Wednesday June 26, 2024
  • 11:15am

    Receiving a Cancer Treatment, Decoding My Own Data, & Advancing Clinical Research: My Dual Life – as a Patient & Clinical Scientist

  • 11:30am

    Vision 2030: Advancing Clinical Research with Patient-Generated Health Data

  • 12:00pm

    From Traditional to Digital: A Full Spectrum of PGHD Driving Clinical Trial Advancements 

  • 1:00pm

    Measuring Health: One that actually matters to (real) patients

  • 2:00pm

    Turning Up the Volume of Health Monitors: New Modalities of Measuring Health

Day 2 | Thursday June 27, 2024
  • 11:15am

    Bring the Megaphone, Give it to the Patients First

  • 11:30am

    A View from the Washington: Building the Clinical Trials Infrastructure in the US for Healthier Future

  • 12:00pm

    What’s your Type? Digital Health Technologies has Got Diabetes Covered

  • 1:00pm

    From Rarity to Clarity: PGHD’s Role in Rare Diseases

  • 2:00pm

    Paving the Way to Vision 2030: How to Make the Future of Clinical Research a Reality Today using PGHD

2024 public workshop speakers

31
Female Speakers
9
Patients/Patient Advocates
15 +
Government Leaders

Suzanne Schwartz

Director, Office of Strategic Partnerships & Technology Innovation
FDA, Center for Devices and Radiological Health
Benjamin Vandendriessche, PhD, MSc

Jen Goldsack

CEO
DiMe

Grail Sipes

Senior Policy Advisor to the Chief Scientist
FDA, Office of the Commissioner

Catharine Young

Assistant Director for Cancer Moonshot Engagement and Policy
White House Office of Science and Technology Policy

Jennifer Roberts

Director, Resilient Systems
ARPA-H

Shari Targum

Deputy Director, Office of Clinical Policy, Office of the Commissioner

FDA

Benjamin Vandendriessche, PhD, MSc

James Carroll

Head of RWE, Clinical Trials

Walgreens Boots Alliance

Marisa Cruz

Chief Medical Officer

Empatica

Nicole (Nikki) Batista

Vice President, Digital Health

WHOOP, Inc.

Erin Rainaldi

Head of Sensors Data Science

Verily

Kristin Schneeman

Senior Director

FasterCures, Milken Institute

Elena Emmanuel

Group Product Manager

Google

Howard Look

President, CEO

Tidepool

Christine Guo

Chief Scientific Officer

ActiGraph

Pamela Gavin

Chief Executive Officer

National Organization for Rare Disorders (NORD)

Elena Izmailova

Chief Scientific Officer

Koneksa Health

Grace Cordovano

Patient-In-Residence, Board Certified Patient Advocate

DiMe

Shaye Mandle

Executive Director

AdvaMed

Bray Patrick-Lake

Digital Health Specialist, Division of Digital Health Outreach

FDA

Christine Von Raesfeld

Board Member/Patient Advocate

The Light Collective

Anindita (Annie) Saha

Associate Director for Strategic Initiatives

FDA, Digital Health Center of Excellence

Pamela Tenaerts

Chief Scientific Officer

Medable

David White

Patient Advocate

The Light Collective

Alan Hamilton

Senior Director of Research

COPD Foundation

Jen Blankenship

Senior Research Scientist

VivoSense, Inc.

Ben Vandendriessche

Vice President of Science

DiMe

Grace Vinton

Healthcare PR Pro, Patient Advocate, Podcast Host

HITea With Grace

Willem van den Brink

Scientist

Netherlands Organisation of Applied Scientific Research (TNO)

Kristen Sowalsky

Vice President, Product & Science

Clario

Katie Gagel

Type 2 Diabetes Patient Expert

DiMe

Jessie Bakker

Vice President, Clinical Development

Koneksa Health

Tracy Gray

CDRH Patient Engagement Lead

FDA

Charles Viviano

Type 2 Diabetes Patient ExpertChief Physician/Associate Director

FDA/CDRH/OPEQ/OCEA

Daniel Caños

Director, Office of Clinical Evidence and Analysis

FDA/CDRH

Jacqueline Burgette

Associate Director of Emerging Initiatives

FDA

Jeremy Wyatt

CEO

ActiGraph

Joyce Nortey

Senior Director, Clinical Research & Digital Health Initiatives

Evidation

Mike Mittelman

Founder

American Living Organ Donor Fund

Owen Faris

Acting Director, Office of Product Evaluation and Quality

FDA, CDRH

Rachel Chasse

Associate Director, Digital Science Strategy

Abbvie

Robert Wright

Psychometrician, Social Scientist

FDA

Smit Patel

Associate Program Director

DiMe

Vinay Pai

Digital Health Specialist

FDA, Digital Health Center of Excellence

Katharina Klapper

Director of Clinical Research

The Michael J. Fox Foundation For Parkinson’s Research

Kimberly Kontson

Biomedical Engineer, Office of Science and Engineering Laboratories

FDA/CDRH

Suzanne Schwartz

Director, Office of Strategic Partnerships & Technology Innovation
FDA, Center for Devices and Radiological Health
Benjamin Vandendriessche, PhD, MSc

Jen Goldsack

CEO
DiMe

Grail Sipes

Senior Policy Advisor to the Chief Scientist
FDA, Office of the Commissioner

Catharine Young

Assistant Director for Cancer Moonshot Engagement and Policy
White House Office of Science and Technology Policy

Jennifer Roberts

Director, Resilient Systems
ARPA-H

Shari Targum

Deputy Director, Office of Clinical Policy, Office of the Commissioner

FDA

Benjamin Vandendriessche, PhD, MSc

James Carroll

Head of RWE, Clinical Trials

Walgreens Boots Alliance

Marisa Cruz

Chief Medical Officer

Empatica

Nicole (Nikki) Batista

Vice President, Digital Health

WHOOP, Inc.

Erin Rainaldi

Head of Sensors Data Science

Verily

Kristin Schneeman

Senior Director

FasterCures, Milken Institute

Elena Emmanuel

Group Product Manager

Google

Howard Look

President, CEO

Tidepool

Christine Guo

Chief Scientific Officer

ActiGraph

Pamela Gavin

Chief Executive Officer

National Organization for Rare Disorders (NORD)

Elena Izmailova

Chief Scientific Officer

Koneksa Health

Grace Cordovano

Patient-In-Residence, Board Certified Patient Advocate

DiMe

Shaye Mandle

Executive Director

AdvaMed

Bray Patrick-Lake

Digital Health Specialist, Division of Digital Health Outreach

FDA

Christine Von Raesfeld

Board Member/Patient Advocate

The Light Collective

Anindita (Annie) Saha

Associate Director for Strategic Initiatives

FDA, Digital Health Center of Excellence

Pamela Tenaerts

Chief Scientific Officer

Medable

David White

Patient Advocate

The Light Collective

Alan Hamilton

Senior Director of Research

COPD Foundation

Jen Blankenship

Senior Research Scientist

VivoSense, Inc.

Ben Vandendriessche

Vice President of Science

DiMe

Grace Vinton

Healthcare PR Pro, Patient Advocate, Podcast Host

HITea With Grace

Willem van den Brink

Scientist

Netherlands Organisation of Applied Scientific Research (TNO)

Kristen Sowalsky

Vice President, Product & Science

Clario

Katie Gagel

Type 2 Diabetes Patient Expert

DiMe

Jessie Bakker

Vice President, Clinical Development

Koneksa Health

Tracy Gray

CDRH Patient Engagement Lead

FDA

Charles Viviano

Type 2 Diabetes Patient ExpertChief Physician/Associate Director

FDA/CDRH/OPEQ/OCEA

Daniel Caños

Director, Office of Clinical Evidence and Analysis

FDA/CDRH

Jacqueline Burgette

Associate Director of Emerging Initiatives

FDA

Jeremy Wyatt

CEO

ActiGraph

Joyce Nortey

Senior Director, Clinical Research & Digital Health Initiatives

Evidation

Mike Mittelman

Founder

American Living Organ Donor Fund

Owen Faris

Acting Director, Office of Product Evaluation and Quality

FDA, CDRH

Rachel Chasse

Associate Director, Digital Science Strategy

Abbvie

Robert Wright

Psychometrician, Social Scientist

FDA

Smit Patel

Associate Program Director

DiMe

Vinay Pai

Digital Health Specialist

FDA, Digital Health Center of Excellence

Katharina Klapper

Director of Clinical Research

The Michael J. Fox Foundation For Parkinson’s Research

Kimberly Kontson

Biomedical Engineer, Office of Science and Engineering Laboratories

FDA/CDRH

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