The Revolution of Data in Neurosurgery · Associate Professor of Neurological Surgery, Vanderbilt...

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The Revolution of Data in Neurosurgery Lola B. Chambless, MD, FAANS Associate Professor of Neurological Surgery, Vanderbilt University Residency Program Director, Vanderbilt University Dept of Neurological Surgery Chair, Committee on Data Science, Congress of Neurological Surgeons NeuroSafe 2019

Transcript of The Revolution of Data in Neurosurgery · Associate Professor of Neurological Surgery, Vanderbilt...

Page 1: The Revolution of Data in Neurosurgery · Associate Professor of Neurological Surgery, Vanderbilt University ... •Major misses are more likely when the possibilities are non -binary.

The Revolution of Data in Neurosurgery

Lola B. Chambless, MD, FAANS

Associate Professor of Neurological Surgery, Vanderbilt University

Residency Program Director, Vanderbilt University Dept of Neurological Surgery

Chair, Committee on Data Science, Congress of Neurological Surgeons

NeuroSafe 2019

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Disclosures

• Stryker (consultant)

• Digital Reasoning (ownership interest)

“The sexiest job of the 21st

century” !!!!!

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Data Science in healthcare/neurosurgery•Present state•Near horizon

How will AI augment physician performance inthe future?

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“Artificial Intelligence is the field of computer science dedicated

to solving cognitive problems commonly associated with

human intelligence, such as learning, problem solving,

and pattern recognition.” Amazon.com

MachineLearning Deep

Learning

Others

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Strengths of AI

• Use of data streams beyond text• Images, sounds, locations

• Computational Power• Process vast quantities of information while testing numerous algorithms

• Learning and adaptation

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Computer vision

• Uses deep learning to allow machine to detect “features”

• Visual pattern software estimated to be 5-10% more accurate than human eye… and increasing

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What about neurologic disease?

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Pitfalls

• While computer vision can be highly predictive, it can have a basis in flawed associations.

• Major “misses” are more likely when the possibilities are non-binary.

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https://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&cad=rja&uact=8&ved=2ahUKEwiCk6HSuInfAhUxh-AKHbjWAiMQjRx6BAgBEAQ&url=https%3A%2F%2Fdspace.cvut.cz%2Fbitstream%2Fhandle%2F10467%2F76770%2FF3-DP-2018-Bouska-Filip-bouskfil_dp.pdf&psig=AOvVaw3v_8CAamuJKsmVlDJLabsa&ust=1544125140583944
https://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&cad=rja&uact=8&ved=2ahUKEwiCk6HSuInfAhUxh-AKHbjWAiMQjRx6BAgBEAQ&url=https%3A%2F%2Fdspace.cvut.cz%2Fbitstream%2Fhandle%2F10467%2F76770%2FF3-DP-2018-Bouska-Filip-bouskfil_dp.pdf&psig=AOvVaw3v_8CAamuJKsmVlDJLabsa&ust=1544125140583944
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Pitfalls

• Algorithms can amplify healthcare disparities.

• Issues of ethics and privacy may be underestimated.

• Merging data from multiple sources can be vexing.• Research data is likely of higher quality then typical clinical data

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How can AI augment neurosurgeon performance?

• Natural language processing

• Robotic assisted procedures

• Point of care predictive models

Is the future of AI-integrated medical practice personalized?

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Predicting an outcome with NLP

https://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&cad=rja&uact=8&ved=2ahUKEwi41-yXvYnfAhWJc98KHfiCCQ4QjRx6BAgBEAU&url=https%3A%2F%2Fblog.nxp.com%2Fartifical-intelligence%2Fadding-voice-control-to-your-products-just-got-easier&psig=AOvVaw1ACQ3VZQ8UmXlOqrS2O9xO&ust=1544126371842668
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Robotics

• Placement of instrumentation enhanced by use of patient-specific anatomic features

• Reduction of complication rates compared to free hand techniques

• $40 billion value (savings) by 2026

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Bringing AI to the end user (the clinician)

• https://los.insds.org/los • https://tlif-disp.insds.org/app#

https://email.vanderbilt.edu/owa/redir.aspx?C=ymuFhK_hXg3ukomTBDkJIXSUIBGC7v5zQ4SYpnFLxb5spVLg7FrWCA..&URL=https%3a%2f%2fna01.safelinks.protection.outlook.com%2f%3furl%3dhttps%253A%252F%252Flos.insds.org%252Flos%26data%3d02%257C01%257Clola.chambless%2540vumc.org%257C7e9f8c5e6f084a90495f08d659968840%257Cef57503014244ed8b83c12c533d879ab%257C0%257C0%257C636794901841150014%26sdata%3djzy3RRYARvAlvJRP92AJBK56vPhnEKjfGZSEwmOrjRI%253D%26reserved%3d0
https://tlif-disp.insds.org/app
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• https://tlif-disp.insds.org/app#

https://tlif-disp.insds.org/app
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•AI enhanced reports of digital images

•Robotic no-fly zones to minimize human error

•Point of care models to predict key outcomes which are personalized to the physician

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What’s new with the CNS Data Science Committee?

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Thank [email protected]


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