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Artificial Intelligence and Robotics
in Medicine
Dr. Emad
Introduction
• Artificial Intelligence (AI) has initiated a paradigm shift in
healthcare, powered by the increasing availability of
healthcare data and rapid evolution of analytic techniques.
• AI is expanding its footprint in clinical systems including
databases, image and intra-procedural video analysis,
evidence-based, real-time clinical decision support, and
robotics.
• There will always be a need for the expertise, compassion
and skills of a physician in the practice of medicine.
• AI is not a replacement for human intellect. Rather, it has
the potential to complement and reinforce it
Innovations in Medical and Biological
Engineering
• 1950s and earlier
– Artificial Kidney
– X ray
– Electrocardiogram
– Cardiac Pacemaker
– Cardiopulmonary bypass
– Antibiotic Production technology
– Defibrillator
• 1970s
– Computer assisted tomography
– Artificial hip and knee replacements
– Balloon catheter
– Endoscopy
– Biological plant food engineering
• 1960s
– Heart valve replacement
– Intraocular lens
– Ultrasound
– Vascular grafts
– Blood analysis and processing
• 1980s
– Magnetic resonance imaging
– Laser surgery
– Vascular grafts
– Recombinant therapeutics
• Present day
– Genomic sequencing and microarrays
– Positron Emission tomography
– Image guided surgery
What is Artificial Intelligence
• Artificial Intelligence (AI) - Use of a computer to model intelligent behaviour
with minimal human intervention”
• Machines & computer programs are capable of problem solving and
learning, like a human brain.
• Natural Language Processing (“NLP”) and translation,
• Pattern recognition,
• Visual perception and
• Decision making.
• Machine Learning (“ML”), one of the most exciting areas for Development
of computational approaches to automatically make sense of data
• Advantage of Machine
• Can retain information
• Becomes smarter over time
• Machine is not susceptible to Sleep deprivation, distractions, information
overload and short-term memory loss
Application of AI in medicine
The application of AI in medicine has two main branches:
A) Virtual branch
B) Physical branch.
Artificial intelligence in medicine : The
virtual branch
The virtual component is represented by Machine Learning, (also
called Deep Learning)-mathematical algorithms that improve
learning through experience.
Three types of machine learning algorithms:
1. Unsupervised (ability to find patterns)
2. Supervised (classification and prediction algorithms based
on previous examples)
3. Reinforcement learning (use of sequences of rewards and
punishments to form a strategy for operation in a specific
problem space)
Benefits of Artificial intelligence
• AI can definitely assist physicians
• Clinical decision making - better clinical decisions
• Replace human judgement in certain functional areas of
healthcare (eg, radiology).
• up-to-date medical information from journals, textbooks
and clinical practices
• Experienced vs fresh Clinician
• 24x7 availability of expert
Benefits of Artificial intelligence
• Early diagnosis
• Prediction of outcome of the disease as well as treatment
• Feedback on treatment
• Reinforce non pharmacological management
• Reduce diagnostic and therapeutic errors
• Increased patient safety and Huge cost savings associated with
use of AI
• AI system extracts useful information from a large patient
population
• Assist making real-time inferences for health risk alert and
health outcome prediction
• Learning and self-correcting abilities to improve its accuracy
based on feedback.
Artificial intelligence in medicine: The
physical branch
It includes:
• Physical objects,
• Medical devices
• Sophisticated robots for
delivery of care
(carebots)/ robots for
surgery.
Medical Robots
Use of robots to deliver treatment - Robotic surgery
Use of robots to monitor effectiveness of treatment
Growth motivation of AI in healthcare
• Increasing individual healthcare expenses
• Larger Geriatric population
• Imbalance between health workforce and patients
• Increasing Global Health care expenditure
• Continuous shortage of nursing and technician staff.
• AI is and will help medical practitioners efficiently achieve their
tasks with minimal human intervention, a critical factor in
meeting increasing patient demand.
AI and Robots in medcine-lec 12_Dr. Emad Taleb.pdf

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AI and Robots in medcine-lec 12_Dr. Emad Taleb.pdf

  • 1. Artificial Intelligence and Robotics in Medicine Dr. Emad
  • 2. Introduction • Artificial Intelligence (AI) has initiated a paradigm shift in healthcare, powered by the increasing availability of healthcare data and rapid evolution of analytic techniques. • AI is expanding its footprint in clinical systems including databases, image and intra-procedural video analysis, evidence-based, real-time clinical decision support, and robotics. • There will always be a need for the expertise, compassion and skills of a physician in the practice of medicine. • AI is not a replacement for human intellect. Rather, it has the potential to complement and reinforce it
  • 3. Innovations in Medical and Biological Engineering • 1950s and earlier – Artificial Kidney – X ray – Electrocardiogram – Cardiac Pacemaker – Cardiopulmonary bypass – Antibiotic Production technology – Defibrillator • 1970s – Computer assisted tomography – Artificial hip and knee replacements – Balloon catheter – Endoscopy – Biological plant food engineering • 1960s – Heart valve replacement – Intraocular lens – Ultrasound – Vascular grafts – Blood analysis and processing • 1980s – Magnetic resonance imaging – Laser surgery – Vascular grafts – Recombinant therapeutics • Present day – Genomic sequencing and microarrays – Positron Emission tomography – Image guided surgery
  • 4. What is Artificial Intelligence • Artificial Intelligence (AI) - Use of a computer to model intelligent behaviour with minimal human intervention” • Machines & computer programs are capable of problem solving and learning, like a human brain. • Natural Language Processing (“NLP”) and translation, • Pattern recognition, • Visual perception and • Decision making. • Machine Learning (“ML”), one of the most exciting areas for Development of computational approaches to automatically make sense of data • Advantage of Machine • Can retain information • Becomes smarter over time • Machine is not susceptible to Sleep deprivation, distractions, information overload and short-term memory loss
  • 5. Application of AI in medicine The application of AI in medicine has two main branches: A) Virtual branch B) Physical branch.
  • 6. Artificial intelligence in medicine : The virtual branch The virtual component is represented by Machine Learning, (also called Deep Learning)-mathematical algorithms that improve learning through experience. Three types of machine learning algorithms: 1. Unsupervised (ability to find patterns) 2. Supervised (classification and prediction algorithms based on previous examples) 3. Reinforcement learning (use of sequences of rewards and punishments to form a strategy for operation in a specific problem space)
  • 7. Benefits of Artificial intelligence • AI can definitely assist physicians • Clinical decision making - better clinical decisions • Replace human judgement in certain functional areas of healthcare (eg, radiology). • up-to-date medical information from journals, textbooks and clinical practices • Experienced vs fresh Clinician • 24x7 availability of expert
  • 8. Benefits of Artificial intelligence • Early diagnosis • Prediction of outcome of the disease as well as treatment • Feedback on treatment • Reinforce non pharmacological management • Reduce diagnostic and therapeutic errors • Increased patient safety and Huge cost savings associated with use of AI • AI system extracts useful information from a large patient population • Assist making real-time inferences for health risk alert and health outcome prediction • Learning and self-correcting abilities to improve its accuracy based on feedback.
  • 9. Artificial intelligence in medicine: The physical branch It includes: • Physical objects, • Medical devices • Sophisticated robots for delivery of care (carebots)/ robots for surgery.
  • 10. Medical Robots Use of robots to deliver treatment - Robotic surgery Use of robots to monitor effectiveness of treatment
  • 11. Growth motivation of AI in healthcare • Increasing individual healthcare expenses • Larger Geriatric population • Imbalance between health workforce and patients • Increasing Global Health care expenditure • Continuous shortage of nursing and technician staff. • AI is and will help medical practitioners efficiently achieve their tasks with minimal human intervention, a critical factor in meeting increasing patient demand.