Artificial Intelligence
&
Anaesthesia
How far have we come!
Faiza Buhari
Birmingham Heartlands Hospita
Aim
• Definition
• How A.I. works?
• Evolution
• Applications in Anaesthesia
• Merits
• Downsides
• Future prospects
What is A.I. ?
Artificial intelligence is the capability of computers
to respond in a manner resembling human
intelligence.
How A.I. works?
• Artificial Neural Network
• Fuzzy logic
Evolution
Applications in Anaesthesia
• Decision Support Systems
- smart monitors
• Automated Assist Devices: Semi-Automated Anesthesia
- Closed loop system
- Mc Sleepy
• Procedure training by Virtual Reality
Closed Loop Anaesthesia Delivery
A closed-loop system can be defined as an automated control system
using the feedback principle.
• Pharmacological robots.
• Integrates expert systems.
• Determines right drug /right dose/right time
• Feedback principle
A Basic C.L.A.D model
McSleepy
...McSleepy
• Controlling parameter: BIS+ ANALGOSCORE+ TOF
• 3 phases (induction/maintenance/emergence)
• 3 infusion pumps connected to a controlling unit
• Safety measures
A technical description of a novel pharmacological anaesthesia robot
Thomas M . Hemmerling et al
J Clin Monit Comput (2014) 28:27 – 34
Sedasys
• A computer-assisted personalized sedation system
• Mild-to-moderate Propofol sedation to be delivered by non-
anaesthesiologists.
• Consists of a full monitoring array ..
• Multi-centre study comparing SEDASYS® to
benzodiazepine/opioid : less oxygen desaturation, greater
patient satisfaction, and faster recovery
BJA: British Journal of Anaesthesia, Volume 113, Issue suppl_2, 1 December 2014, Pages ii37-ii47 https://doi.org/10.1093/bja/aeu378
Automated Anesthesiologist Suffers a Painful Defeat
A machine that makes anesthesiologists unnecessary for some
medical procedures has failed amid poor sales and resistance
from doctors and nurses
ASA Responds to FDA's Rejection of Johnson & Johnson's Computer-Assisted Anesthesia Device
April 22, 2010
• Significant reduction in Propofol dose
• Precisely maintained pre-established target BIS values with higher
performance scores
• Significantly lower BIS
Meta-analysis on Closed loop Delivery System
Closed-Loop Delivery Systems Versus Manually Controlled Administration of Total IV Anesthesia: A Meta-analysis of
Randomized Clinical Trials
Pasin, Laura MD et al
Anesthesia & Analgesia: February 2017 - Volume 124 - Issue 2 - p 456–464
..Meta-analysis
• Time that the system was able to maintain a given variable in a
desired target range.
• Episodes of system undershoots or overshoots its target value.
Clinical Performance and Safety of Closed-Loop Systems: A Systematic Review and Meta-analysis of
Randomized Controlled Trials
Brogi, Etrusca MD; Cyr, Shantale PhD; Kazan, Roy MD, MSc; Giunta, Francesco MD; Hemmerling, Thomas M.
Anesthesia & Analgesia: February 2017 - Volume 124 - Issue 2 - p 446–455
KEPLER intubating system
British Journal of Anaesthesia 108 (6): 1011–16 (2012) Advance Access publication 28 March 2012 . doi:10.1093/bja/aes034
RESPIRATION AND THE AIRWAY First robotic tracheal intubations in humans using the Kepler intubation system
T. M. Hemmerling*, R. Taddei, M. Wehbe, C. Zaouter, S. Cyr and J. Morse
1. Robotic Arm
2. Joy stick
3.Pentax AWS video-laryngoscope
4. Software control system
Regional Anaesthesia
Other uses
• The use of automated anesthesia carts reduced the drug
recording errors in medication administrations of anesthesia.
J Clin Anesth. 2017 Aug;40:11-15. doi: 10.1016/j.jclinane.2017.03.051. Epub 2017 Apr 13
Benefits
• Cost reduction
MIT journal (sedation with the Sedasys machine cost $150 to $200 for
each procedure, compared to $2,000 for an anesthesiologist)
• Time reduction
A robot to reduce the time and number of steps to deliver
intravenous medication during anaesthesia
Yan E. Anaesthesia and Analgesia 2012;115(2)
• No Inter-individual difference
Is A.I a threat? (the spooky bit)
• Learns by itself
• Deep learning programmes-
(the Tensor Flow by Google 2018)
(unpredictable therefore uncontrollable)
Downsides
• Errors with huge learning curve
• Absent emotional intelligence
• Morality
• Problem solving limited
• Safety
Future Prospects:
 Database of Expected sample size of 50k
 Estimated to be finished by 2022
 University of Zhejiang - China
Automated Assessment of Difficult Airway with
Facial Recognition Techniques
Take home message…
….Thank you !

Artificial Intelligence and Anaesthesia

  • 1.
    Artificial Intelligence & Anaesthesia How farhave we come! Faiza Buhari Birmingham Heartlands Hospita
  • 2.
    Aim • Definition • HowA.I. works? • Evolution • Applications in Anaesthesia • Merits • Downsides • Future prospects
  • 3.
    What is A.I.? Artificial intelligence is the capability of computers to respond in a manner resembling human intelligence.
  • 4.
    How A.I. works? •Artificial Neural Network • Fuzzy logic
  • 5.
  • 6.
    Applications in Anaesthesia •Decision Support Systems - smart monitors • Automated Assist Devices: Semi-Automated Anesthesia - Closed loop system - Mc Sleepy • Procedure training by Virtual Reality
  • 7.
    Closed Loop AnaesthesiaDelivery A closed-loop system can be defined as an automated control system using the feedback principle. • Pharmacological robots. • Integrates expert systems. • Determines right drug /right dose/right time • Feedback principle
  • 8.
  • 9.
  • 10.
    ...McSleepy • Controlling parameter:BIS+ ANALGOSCORE+ TOF • 3 phases (induction/maintenance/emergence) • 3 infusion pumps connected to a controlling unit • Safety measures A technical description of a novel pharmacological anaesthesia robot Thomas M . Hemmerling et al J Clin Monit Comput (2014) 28:27 – 34
  • 11.
    Sedasys • A computer-assistedpersonalized sedation system • Mild-to-moderate Propofol sedation to be delivered by non- anaesthesiologists. • Consists of a full monitoring array .. • Multi-centre study comparing SEDASYS® to benzodiazepine/opioid : less oxygen desaturation, greater patient satisfaction, and faster recovery BJA: British Journal of Anaesthesia, Volume 113, Issue suppl_2, 1 December 2014, Pages ii37-ii47 https://doi.org/10.1093/bja/aeu378
  • 12.
    Automated Anesthesiologist Suffersa Painful Defeat A machine that makes anesthesiologists unnecessary for some medical procedures has failed amid poor sales and resistance from doctors and nurses ASA Responds to FDA's Rejection of Johnson & Johnson's Computer-Assisted Anesthesia Device April 22, 2010
  • 14.
    • Significant reductionin Propofol dose • Precisely maintained pre-established target BIS values with higher performance scores • Significantly lower BIS Meta-analysis on Closed loop Delivery System Closed-Loop Delivery Systems Versus Manually Controlled Administration of Total IV Anesthesia: A Meta-analysis of Randomized Clinical Trials Pasin, Laura MD et al Anesthesia & Analgesia: February 2017 - Volume 124 - Issue 2 - p 456–464
  • 15.
    ..Meta-analysis • Time thatthe system was able to maintain a given variable in a desired target range. • Episodes of system undershoots or overshoots its target value. Clinical Performance and Safety of Closed-Loop Systems: A Systematic Review and Meta-analysis of Randomized Controlled Trials Brogi, Etrusca MD; Cyr, Shantale PhD; Kazan, Roy MD, MSc; Giunta, Francesco MD; Hemmerling, Thomas M. Anesthesia & Analgesia: February 2017 - Volume 124 - Issue 2 - p 446–455
  • 16.
    KEPLER intubating system BritishJournal of Anaesthesia 108 (6): 1011–16 (2012) Advance Access publication 28 March 2012 . doi:10.1093/bja/aes034 RESPIRATION AND THE AIRWAY First robotic tracheal intubations in humans using the Kepler intubation system T. M. Hemmerling*, R. Taddei, M. Wehbe, C. Zaouter, S. Cyr and J. Morse 1. Robotic Arm 2. Joy stick 3.Pentax AWS video-laryngoscope 4. Software control system
  • 17.
  • 19.
    Other uses • Theuse of automated anesthesia carts reduced the drug recording errors in medication administrations of anesthesia. J Clin Anesth. 2017 Aug;40:11-15. doi: 10.1016/j.jclinane.2017.03.051. Epub 2017 Apr 13
  • 20.
    Benefits • Cost reduction MITjournal (sedation with the Sedasys machine cost $150 to $200 for each procedure, compared to $2,000 for an anesthesiologist) • Time reduction A robot to reduce the time and number of steps to deliver intravenous medication during anaesthesia Yan E. Anaesthesia and Analgesia 2012;115(2) • No Inter-individual difference
  • 21.
    Is A.I athreat? (the spooky bit) • Learns by itself • Deep learning programmes- (the Tensor Flow by Google 2018) (unpredictable therefore uncontrollable)
  • 22.
    Downsides • Errors withhuge learning curve • Absent emotional intelligence • Morality • Problem solving limited • Safety
  • 23.
    Future Prospects:  Databaseof Expected sample size of 50k  Estimated to be finished by 2022  University of Zhejiang - China Automated Assessment of Difficult Airway with Facial Recognition Techniques
  • 24.
  • 25.