Session 5: Overcoming Issues in AI Deployment Vimla Patel , NY - - PowerPoint PPT Presentation

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Session 5: Overcoming Issues in AI Deployment Vimla Patel , NY - - PowerPoint PPT Presentation

Jan 21, 2023 38 likes •128 views

Session 5: Overcoming Issues in AI Deployment Vimla Patel , NY Academy of Medicine The role of cognitive science in developing safe and acceptable clinical technologies David Ledbetter, Childrens Hospital Los Angeles Data

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  • Vimla Patel, NY Academy of Medicine

“The role of cognitive science in developing safe and acceptable clinical technologies”

  • David Ledbetter, Children’s Hospital Los Angeles

“Data scientists are from Mars, clinicians are from Venus”

  • Eric Fish, Federation of State Medical boards

“Key questions for state regulators regarding AI deployment”

  • Lynda Chin, Dell Medical School

“Valley of death for digital innovation in medicine”

Session 5: Overcoming Issues in AI Deployment

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Valley of Death for Digital Innovation in Medicine

Lynda Chin, MD CEO Apricity Health Professor, Dell Medical School

@socialnamehere @socialnamehere @socialnamehere @socialnamehere www.aimed.events/northamerica-2019/

AIMed NORTH AMERICA, CALIFORNIA 11–14 DECEMBER 2019

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Lynda Chin, MD | Page 3

Big Data and AI in Medicine: Hype or Reality?

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  • Yesterday
  • Cater to the center: mass preference
  • Average retail store carried 4,000 SKUs
  • Today
  • Amazon alone has 500 million SKUs.

à Scaled product discovery à Affordable fulfillment capabilities

Er Era of the Long Tail

Anya Schiess, General Partner, Healthy Venture

Raising the tail in medicine

Health Outcome Time

  • Technology
  • Big data
  • Analytics
  • Precision in therapy choice
  • Personalization in delivery of care

Lynda Chin, MD | Page 4

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Transformation = Disruption + Integration

Information Data Data

Data

Information

Information

Data Data

IoT - Apps Blood Tests

Insights Actions Con Contextualize à De Decisions Wo Workflow à Im Implem emen ent Data

  • What
  • Who
  • How

Implementation

  • Legacy system
  • Humans

Measure

  • What
  • When
  • Where

Lynda Chin, MD | Page 5

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Connectivity Information Coordination Knowledge

Oncologist

Pharmacists Non-oncology care providers Emergency Care

Patient

Nurses

Lynda Chin, MD | Page 6

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Detection Treatment Diagnosis Management on Therapy

  • Data
  • Technology
  • Expertise
  • Operating model
  • Business model
  • Workforce

Lynda Chin, MD | Page 7

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  • Data
  • Technology
  • Expertise
  • Operating model
  • Business model
  • Workforce

Bridging the Valley of Death: Digital Super-highway

Lynda Chin, MD | Page 8

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Lynda Chin, MD | Page 9

https://www.elsevier.com/events/conferences/ai-and-big-data-in-cancer