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AI's Role in Radiology: Fear, Hype, and Hope (PPTX)

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Presented by Woojin Kim, MD
CMIO, Nuance Communications
November 29, 2017

Published in: Healthcare
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AI's Role in Radiology: Fear, Hype, and Hope (PPTX)

  1. 1. © 2017 Nuance Communications, Inc. All rights reserved. AI’s Role in Radiology: Fear, Hype, and Hope Woojin Kim, MD CMIO, Nuance Communications November 29, 2017
  2. 2. © 2017 Nuance Communications, Inc. All rights reserved. 2 Fear
  3. 3. © 2017 Nuance Communications, Inc. All rights reserved. 3 http://www.newsweek.com/ai-asilomar-principles-artificial-intelligence-elon-musk-550525
  4. 4. © 2017 Nuance Communications, Inc. All rights reserved. 4 https://twitter.com/andrewyng/status/884810469575344128?lang=en
  5. 5. © 2017 Nuance Communications, Inc. All rights reserved. 5 https://www.thestar.com/news/world/2015/04/17/how-a-toronto-professors-research-revolutionized-artificial-intelligence.html “I think that if you work as a radiologist you are like Wile E. Coyote in the cartoon,” Hinton told me. “You’re already over the edge of the cliff, but you haven’t yet looked down. There’s no ground underneath.” Deep-learning systems for breast and heart imaging have already been developed commercially. “It’s just completely obvious that in five years deep learning is going to do better than radiologists,” he went on. “It might be ten years. I said this at a hospital. It did not go down too well.” http://www.newyorker.com/magazine/2017/04/03/ai-versus-md
  6. 6. © 2017 Nuance Communications, Inc. All rights reserved. 6 Indeed, in a few years there may no specialty called radiology.
  7. 7. © 2017 Nuance Communications, Inc. All rights reserved. 7 As a result, says Andrew Ng, a highly trained and specialised radiologist may now be in greater danger of being replaced by a machine than his own executive assistant: “She does so many different things that I don’t see a machine being able to automate everything she does any time soon.”
  8. 8. © 2017 Nuance Communications, Inc. All rights reserved. 8 Two years from now, spam will be solved. Bill Gates at the World Economic Forum, 2004 X-rays will prove to be a hoax. Lord Kelvin, President of the Royal Society
  9. 9. © 2017 Nuance Communications, Inc. All rights reserved. 9 https://www.washingtonpost.com/news/the-switch/wp/2014/02/18/some-predict-computers-will-produce-a-jobless-future-heres-why-theyre-wrong
  10. 10. © 2017 Nuance Communications, Inc. All rights reserved. 10 Hype
  11. 11. © 2017 Nuance Communications, Inc. All rights reserved. 11 http://www.cityam.com/270451/gartner-hype-cycle-2017-artificial-intelligence-peak-hype
  12. 12. © 2017 Nuance Communications, Inc. All rights reserved. 12 http://www.cityam.com/270451/gartner-hype-cycle-2017-artificial-intelligence-peak-hype
  13. 13. © 2017 Nuance Communications, Inc. All rights reserved. 13 http://www.auntminnie.com/index.aspx?sec=sup&sub=aic&pag=dis&ItemID=118404
  14. 14. © 2017 Nuance Communications, Inc. All rights reserved. 14 https://link.springer.com/article/10.1007%2Fs10278-017-0021-3
  15. 15. © 2017 Nuance Communications, Inc. All rights reserved. 15
  16. 16. © 2017 Nuance Communications, Inc. All rights reserved. 16 Boland et al. JACR 2014
  17. 17. © 2017 Nuance Communications, Inc. All rights reserved. 17 & AI Boland et al. JACR 2014Boland et al. JACR 2014
  18. 18. © 2017 Nuance Communications, Inc. All rights reserved. 18 Hope
  19. 19. © 2017 Nuance Communications, Inc. All rights reserved. 19 https://radiopaedia.org/images/3922
  20. 20. © 2017 Nuance Communications, Inc. All rights reserved. 20 Radiologist Radiologist + AI Accuracy . . ..
  21. 21. © 2017 Nuance Communications, Inc. All rights reserved. 21 http://medicalfuturist.com/the-future-of-radiology-and-ai/
  22. 22. © 2017 Nuance Communications, Inc. All rights reserved. 22
  23. 23. © 2017 Nuance Communications, Inc. All rights reserved. 23 What’s coming: Nuance’s Role in AI
  24. 24. © 2017 Nuance Communications, Inc. All rights reserved. 24 Radiologist Report Referring Clinician Patient
  25. 25. © 2017 Nuance Communications, Inc. All rights reserved. 25 http://radlogics.com/#solution
  26. 26. © 2017 Nuance Communications, Inc. All rights reserved. 26
  27. 27. © 2017 Nuance Communications, Inc. All rights reserved. 27
  28. 28. © 2017 Nuance Communications, Inc. All rights reserved. 28 Philips Lung Nodule Assessment and Comparison Option (LNA) application Philips Illumeo Nuance PowerScribe 360 Reporting Nuance PowerScribe 360 Lung Cancer Screening
  29. 29. © 2017 Nuance Communications, Inc. All rights reserved. 29 Courtesy of Philips
  30. 30. © 2017 Nuance Communications, Inc. All rights reserved. 30 Courtesy of Philips
  31. 31. © 2017 Nuance Communications, Inc. All rights reserved. 31
  32. 32. © 2017 Nuance Communications, Inc. All rights reserved. 32 Courtesy of NVIDIA
  33. 33. © 2017 Nuance Communications, Inc. All rights reserved. 33 Courtesy of NVIDIA
  34. 34. © 2017 Nuance Communications, Inc. All rights reserved. 34 Courtesy of NVIDIA
  35. 35. © 2017 Nuance Communications, Inc. All rights reserved. 35 Courtesy of NVIDIA
  36. 36. © 2017 Nuance Communications, Inc. All rights reserved. 36
  37. 37. © 2017 Nuance Communications, Inc. All rights reserved. 37
  38. 38. © 2017 Nuance Communications, Inc. All rights reserved. 38 Enable AI models within the radiologists’ PowerScribe workflow with PowerShare AI Marketplace AI bots 5 CM Pre-populated report Re-prioritized worklist Annotated Image 2 31 AI Processing PowerShare Cloud Image Acquisition Radiologist Workflow
  39. 39. © 2017 Nuance Communications, Inc. All rights reserved. 39 Proof of Concept Demonstration Partners Partners AI Service Chest CR and CT multiple findings inserted in report Brain Critical Findings for worklist prioritization Lung Nodule Detection inserted in report and feeds clinical guidance Bone Age calculated, feeds into clinical guidance GE Healthcare Pneumothorax presence for worklist prioritization Chest X-Ray lesion detection for worklist prioritization Multiple based on exam type, e.g. bone health, emphysema, brain hemorrhage, fatty liver, Coronary Calcium Scoring Worklist prioritization based on traumatic brain injury assessment
  40. 40. © 2017 Nuance Communications, Inc. All rights reserved. 40 Head CT Head CT Head CT Head CT Head CT Head CT Head CT Head CT Head CT Head CT Head CT Head CT
  41. 41. © 2017 Nuance Communications, Inc. All rights reserved. 41
  42. 42. © 2017 Nuance Communications, Inc. All rights reserved. 42 PowerScribe® PowerShare™ Clinical Data & Domain Expertise Platform & Tools Democratizing AI
  43. 43. © 2017 Nuance Communications, Inc. All rights reserved. 43 Reporting PowerScribe® 360 Workflow Primordial Analytics mPower™ & AI Image Interpretation PowerShare™
  44. 44. © 2017 Nuance Communications, Inc. All rights reserved. 44 Things to do at RSNA – Join an AI focus group (2:30 today) – Visit the AI Innovations Showcase – Schedule a demo of the latest Nuance radiology solutions – Fill out an AI or outcomes analytics survey at http://bit.ly/2jLLHTs – Have a cup of coffee on us!
  45. 45. © 2017 Nuance Communications, Inc. All rights reserved. 45 Mark your calendar… Nuance Webcast – 1 PM on January 9, 2018 Optimizing Radiology Workflow: A Transformation at Baptist Health South Florida Visit http://bit.ly/2hT1v6n to register
  46. 46. © 2017 Nuance Communications, Inc. All rights reserved. Thank you
  47. 47. See a live demonstration of the Nuance AI Marketplace in the Nuance booth in South Hall booth #2700

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