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ARTIFICIAL
INTELLIGENCE IN
ORTHOPAEDICS
DR. SASWATA DATTA ( MS ORTHO PGT , UNIT 2)
IPGME&R AND SSKMH
WHAT IS AI?
In computer science artificial intelligence or machine intelligence is the
intelligence demonstrated by machine in contrast to the natural intelligence
displayed by humans and other animals.
According to KAPLAN AND HAENLEIN – A systems ability to correctly
interpret external data, to learn from such data, and to use these learning to
achieve specific goals and tasks through flexible adaptations.
HISTORY OF ARTIFICIAL INTELLIGENCE
 In 1940s and 1950s mathematician Alen
Turing led the M16 team that cracked the
unbreakable code of the German Enigma
coding machine during world war II, as
well as created a test for a machine’s
apparent intelligence when interacting
with humans.
HISTORY OF ARTIFICIAL INTELLIGENCE
 AI did not becomes a discipline until
the late 1950.
 In 1950 Arthur Samuel coined the
term machine learning.
 He developed a checkers- playing
program which was the first self
learning program with human
interaction.
Artificial intelligence---- A scientific
fantasy
 I, ROBOT – A SciFi novel by ISAAC
ASIMOV in 1950 produced the three law
to protect human from AI--------
 “A robot may not injure a human being or
through inaction, allow a human being to
come to harm.”
 “A robot must obey orders given by a
human being unless it conflicts with the
First Law.”
 “A robot must protect its own existence as
long as such protection won’t conflict with
the First or Second Laws.”
Use of AI in our day to day activity
Why AI is important in our field?
 AI can learn from prior data and
draw knowledge from cases, and
use those outcomes to help
healthcare professionals analyze
future cases.
 The potential to drive
improvements in quality, cost, and
access has made AI a notable fact in
healthcare. The AI health market is
growing rapidly and is forecasted to
reach $6.6 billion by 2021
Estimated future value of top 10 AI
applications
 AI will change the way
healthcare work is performed. AI
will fill the gaps we all know are
coming in the future, such as
the labor shortage in healthcare.
Through AI, we will empower
clinicians and give workers tools
to increase their productivity.
Healthcare institutions will need
an AI-trained workforce and
culture.
Application of AI in orthopaedics
 We are currently developing big data through registries like the American Joint Replacement
Registry (AJRR), and as we look to find a useful home for AI in orthopaedics, AJRR could be
one place to start.
 Can be use to follow up a bone tumor’s response to chemotherapy.
 Computer assisted navigation currently use in orthopedics.
Application of AI in orthopaedics
 Kenneth Urish, MD, PhD, is currently
working on AI as a way to evaluate
MRI data to detect osteoarthritis and
track cartilage loss over time. This
approach may have many implications
as this can evaluate the usefulness of
treatments like lubricants, platelet-rich
plasma, and stem cells, as well as
medical treatments for inflammatory
arthropathies
AI in Computer-Assisted Navigation
 Orthopedics surgeons use robots since
1990 but recent advances making the
machine more useful.
 Orthopedic surgeons have had access to
robotic technology to help them
position screws, prosthesis, or tunnels
for some time, but AI enhanced
applications are in development. For
example, one device named OPTOTRAK
3020 (NDI MEASUREMENT SCIENCE)
utilizes infrared light to locate bones
intraoperatively.
Robots use in orthopaedics
 The ROBODOC (Curexo
Technology) uses a form of AI
to mill the canal for a prosthesis
using prepared surgical plan
based on CT scans.
Robot use in TKR and THR
 In total hip surgery, computer assistance in placing the cup of the
prosthesis is reported to have more accurate than traditional methods.
 Other robot have used CT to provide a real time virtual model of the
surgical field.
 In cases of knee replacement surgery, AI-supplemented robotics
technology assists to align prostheses.
Robot use in spine surgery
 In spine surgery, AI-enhanced computer-assisted navigation helps
surgeons avoid neurovascular structures, and place thoracic and lumbar
pedicle screws accurately.
 It is reported that the incidence of poorly placed screws has reached 42
percent with conventional surgical techniques, according to some studies,
but is as low as 10 percent with AI-based computer assistance.
Robot use in arthroscopy
 In arthroscopy surgery robot are able to position tunnel in femur as well as
tibia more accurately than manual surgeons using conventional means and
thus potentially reducing the risk of ACL reconstruction.
 In shoulder arthroplasty computer aid navigation is becoming useful. It is
also effective where normal anatomy of the shoulder was distorted , for
example, with # in revisions cases, and in glenoid wear or dysplasia.
AI for analysing radiographs
 AI could be used to screen radiographs for subtle
abnormalities, back up an emergency department
doctor’s nighttime fracture readings with a
machine-learning-based second opinion.
 A team of researchers at Karolinska Institutet,
Danderyd Hospital, and the Royal Institute of
Technology in Stockholm,Sweden recently
developed an artificial intelligence system for
reading radiographs.
AI for analysing radiographs
 To teach computer networks to read radiographs, they fed them 256,458
hand, wrist, and ankle radiographs with labels stating whether or not the
images contained fractures, the body part, laterality (left or right), exam
view (anteroposterior/frontal, lateral, or oblique [two different types]), and
four scaphoid-specific views (proximal, distal, ulnar, and radial).
AI for analysing radiographs
 Fifty-six of the images contained fractures. For fractures, the best
computer network had an accuracy of 83% in identifying fractures in these
images. By comparison, the human reviewers were accurate in 82% of the
time.
 On another subset of images, the computer networks reached an accuracy
of 99% on body part, 95% on exam view, and 90% on laterality. This is
exactly human-level performance.
AI for analysing radiographs
 More than 80% of orthopedic surgeons’ clinical decisions are made on the
basis of radiographs;
 The next step would be for artificial intelligence systems to use images to
quantify risk, perhaps telling one patient that a knee replacement has an
80% chance of eliminating the pain and telling another that the procedure
has a 50% chance.
Problems with AI
 High cost
 Longer duration of operation.
 Long time of anaesthesia.
 Need extra skills to operate.
The HOPE –
In case of spine surgery
improved accuracy merits
the extra cost.
Will they replace us in future?
 Orthopedics has a reputation of a high tech low touch profession. We need to
work on bedside manners.
 Now a days patient shows a great interest on robotic surgery.
 If AI dominate our field and take clinical decisions then there will be absolute
loss of doctor patient relationship.
 There will be legal ramifications as even the best robot guided by best AI will
make mistake.
 If that occurs then WHO WILL BE LIABLE?
the surgeon who nominally supervising the procedure.
OR
the manufacturers of the robot.
 In the near future surgeons role may be like a pilot
who assist in landing and take off.
 Robotics and AI always be there in future, and I feel
relationship between the creator and the robot
don’t END UP WITH the story of Frankenstein
because
“the true sign of intelligence is not
knowledge but imagination”
Albert Einstein
Thanks

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Artificial intelligence in orthopaedics

  • 1. ARTIFICIAL INTELLIGENCE IN ORTHOPAEDICS DR. SASWATA DATTA ( MS ORTHO PGT , UNIT 2) IPGME&R AND SSKMH
  • 2. WHAT IS AI? In computer science artificial intelligence or machine intelligence is the intelligence demonstrated by machine in contrast to the natural intelligence displayed by humans and other animals. According to KAPLAN AND HAENLEIN – A systems ability to correctly interpret external data, to learn from such data, and to use these learning to achieve specific goals and tasks through flexible adaptations.
  • 3. HISTORY OF ARTIFICIAL INTELLIGENCE  In 1940s and 1950s mathematician Alen Turing led the M16 team that cracked the unbreakable code of the German Enigma coding machine during world war II, as well as created a test for a machine’s apparent intelligence when interacting with humans.
  • 4. HISTORY OF ARTIFICIAL INTELLIGENCE  AI did not becomes a discipline until the late 1950.  In 1950 Arthur Samuel coined the term machine learning.  He developed a checkers- playing program which was the first self learning program with human interaction.
  • 5. Artificial intelligence---- A scientific fantasy  I, ROBOT – A SciFi novel by ISAAC ASIMOV in 1950 produced the three law to protect human from AI--------  “A robot may not injure a human being or through inaction, allow a human being to come to harm.”  “A robot must obey orders given by a human being unless it conflicts with the First Law.”  “A robot must protect its own existence as long as such protection won’t conflict with the First or Second Laws.”
  • 6. Use of AI in our day to day activity
  • 7. Why AI is important in our field?  AI can learn from prior data and draw knowledge from cases, and use those outcomes to help healthcare professionals analyze future cases.  The potential to drive improvements in quality, cost, and access has made AI a notable fact in healthcare. The AI health market is growing rapidly and is forecasted to reach $6.6 billion by 2021
  • 8. Estimated future value of top 10 AI applications
  • 9.  AI will change the way healthcare work is performed. AI will fill the gaps we all know are coming in the future, such as the labor shortage in healthcare. Through AI, we will empower clinicians and give workers tools to increase their productivity. Healthcare institutions will need an AI-trained workforce and culture.
  • 10. Application of AI in orthopaedics  We are currently developing big data through registries like the American Joint Replacement Registry (AJRR), and as we look to find a useful home for AI in orthopaedics, AJRR could be one place to start.  Can be use to follow up a bone tumor’s response to chemotherapy.  Computer assisted navigation currently use in orthopedics.
  • 11. Application of AI in orthopaedics  Kenneth Urish, MD, PhD, is currently working on AI as a way to evaluate MRI data to detect osteoarthritis and track cartilage loss over time. This approach may have many implications as this can evaluate the usefulness of treatments like lubricants, platelet-rich plasma, and stem cells, as well as medical treatments for inflammatory arthropathies
  • 12. AI in Computer-Assisted Navigation  Orthopedics surgeons use robots since 1990 but recent advances making the machine more useful.  Orthopedic surgeons have had access to robotic technology to help them position screws, prosthesis, or tunnels for some time, but AI enhanced applications are in development. For example, one device named OPTOTRAK 3020 (NDI MEASUREMENT SCIENCE) utilizes infrared light to locate bones intraoperatively.
  • 13. Robots use in orthopaedics  The ROBODOC (Curexo Technology) uses a form of AI to mill the canal for a prosthesis using prepared surgical plan based on CT scans.
  • 14. Robot use in TKR and THR  In total hip surgery, computer assistance in placing the cup of the prosthesis is reported to have more accurate than traditional methods.  Other robot have used CT to provide a real time virtual model of the surgical field.  In cases of knee replacement surgery, AI-supplemented robotics technology assists to align prostheses.
  • 15. Robot use in spine surgery  In spine surgery, AI-enhanced computer-assisted navigation helps surgeons avoid neurovascular structures, and place thoracic and lumbar pedicle screws accurately.  It is reported that the incidence of poorly placed screws has reached 42 percent with conventional surgical techniques, according to some studies, but is as low as 10 percent with AI-based computer assistance.
  • 16. Robot use in arthroscopy  In arthroscopy surgery robot are able to position tunnel in femur as well as tibia more accurately than manual surgeons using conventional means and thus potentially reducing the risk of ACL reconstruction.  In shoulder arthroplasty computer aid navigation is becoming useful. It is also effective where normal anatomy of the shoulder was distorted , for example, with # in revisions cases, and in glenoid wear or dysplasia.
  • 17. AI for analysing radiographs  AI could be used to screen radiographs for subtle abnormalities, back up an emergency department doctor’s nighttime fracture readings with a machine-learning-based second opinion.  A team of researchers at Karolinska Institutet, Danderyd Hospital, and the Royal Institute of Technology in Stockholm,Sweden recently developed an artificial intelligence system for reading radiographs.
  • 18. AI for analysing radiographs  To teach computer networks to read radiographs, they fed them 256,458 hand, wrist, and ankle radiographs with labels stating whether or not the images contained fractures, the body part, laterality (left or right), exam view (anteroposterior/frontal, lateral, or oblique [two different types]), and four scaphoid-specific views (proximal, distal, ulnar, and radial).
  • 19. AI for analysing radiographs  Fifty-six of the images contained fractures. For fractures, the best computer network had an accuracy of 83% in identifying fractures in these images. By comparison, the human reviewers were accurate in 82% of the time.  On another subset of images, the computer networks reached an accuracy of 99% on body part, 95% on exam view, and 90% on laterality. This is exactly human-level performance.
  • 20. AI for analysing radiographs  More than 80% of orthopedic surgeons’ clinical decisions are made on the basis of radiographs;  The next step would be for artificial intelligence systems to use images to quantify risk, perhaps telling one patient that a knee replacement has an 80% chance of eliminating the pain and telling another that the procedure has a 50% chance.
  • 21. Problems with AI  High cost  Longer duration of operation.  Long time of anaesthesia.  Need extra skills to operate. The HOPE – In case of spine surgery improved accuracy merits the extra cost.
  • 22. Will they replace us in future?  Orthopedics has a reputation of a high tech low touch profession. We need to work on bedside manners.  Now a days patient shows a great interest on robotic surgery.  If AI dominate our field and take clinical decisions then there will be absolute loss of doctor patient relationship.  There will be legal ramifications as even the best robot guided by best AI will make mistake.  If that occurs then WHO WILL BE LIABLE? the surgeon who nominally supervising the procedure. OR the manufacturers of the robot.
  • 23.  In the near future surgeons role may be like a pilot who assist in landing and take off.  Robotics and AI always be there in future, and I feel relationship between the creator and the robot don’t END UP WITH the story of Frankenstein because “the true sign of intelligence is not knowledge but imagination” Albert Einstein