Diversity in Ar,ficial Intelligence SONIA GUPTA MD @SoniaGuptaMD DIRECTOR OF ULTRASOUND BETH ISRAEL DEACONESS MEDICAL CENTER HARVARD MEDICAL SCHOOL
DISCLOSURES Qure.ai - Medical Director, North America GE - Key Opinion Leader Koios - Consultant Google - Consultant IBM Watson Health – Consultant Suazio – Consultant Guerbet AI Advisory Board Applied Radiology Editorial Board Medical Industry SecLon
OUTLINE • Emerging Countries • Unique Challenges • Workflow • Need
WHY DOES THIS MATTER? 1 radiologists to 1 million pa<ents Tanzania - 58 radiologists for 56 million pa<ents Kenya - 3 breast radiologists for 4.5 million screening age women
Proper Terms ● Developing Countries ● Emerging Countries ● Low to Middle Income Countries #LMIC ● Low Resource Hospitals ● Medically Underserved
Unique Challenges ● Climate ● Infrastructure ● IT, Software, Hardware ● Internet/Cloud ● Radiologists*
WHAT DO PATIENTS WANT?
FACTORS TO CONSIDER WITH AI • Workflow Integra9on • Ease of Deployment • Local Regulatory Approval Ten Factors Radiologists Should Consider When Partnering with AI Vendors Sanjay M. Parekh • Research Proven Healthcare Business News (November 2019) • Sufficient Quality Data Set**Diversity? • Need vs. Want
WHAT’S NEXT?
FDA Cleared Radiology AI • 510(K) Clearance • Approval process can take a few months to years • 40 Different AI Algorithms (12/10/19)
Different Considerations ● Screening ● Is there an x-ray unit, CT, MRI? ● Is there a Radiologist?
Solu%ons ● Access ● Infrastructure ● AI Partnerships for Education* ● Mind the gap!
RAD-AID Friendship SERVER • Compact server fits small space • Temperature-Resistant : No air condi2oned room required • Preload so6ware simplifies installa2on of PACS applica2ons • Hand-carry server via RAD-AID Team for deployment saves costs • One-Stop, Turn-Key
LOCAL SERVER + CLOUD
PART 3: LOCAL SERVER + CLOUD + AI AI + Clinical Apps AI + Clinical Apps AI + Clinical Apps
INVITING SUPPORTERS Cloud-based storage • PACS so;ware • • Server deployment/Ops Radiology Capacity Building + • Training RAD-AID invites supporters to join this effort Add radiology hardware, compuLng, AI, & so;ware partners to contribute.
Thank You! @SoniaGuptaMD SoniaCGupta@gmail.com
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