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ARTIFICIAL
INTELLIGENCE
PRESENTER:
CHANDANA K
MSc SYSTEMS BIOLOGY
Manipal School of Life Science
5
4
3
2
1
1. Types of AI
2. Components of AI
3. General Application
4. Application in medicine
5. Discussion and conclusion
Brief about
artificial intelligence
TYPES OF
ARTIFICIAL
INTELLIGENCE
https://searchenterpriseai.techtarget.com/definition/AI-Artificial-Intelligence
SELF AWARNESS
THEORY OF MIND
BASED ON CAPABILITIES BASED ON FUNCTIONALITIES
NARROW AI
SUPER AI
GENERAL AI REACTIVE MACHINE
LIMITED MEMORY
TYPES OF
ARTIFICIAL
INTELLIGENCE
https://searchenterpriseai.techtarget.com/definition/AI-Artificial-Intelligence
SELF AWARNESS
THEORY OF MIND
BASED ON CAPABILITIES BASED ON FUNCTIONALITIES
NARROW AI
SUPER AI
GENERAL AI REACTIVE MACHINE
LIMITED MEMORY
Component of AI
Application
• Image recognition
• Speech recognition
• Chatbots
• Natural language generation
• Sentiment analysis
Types of model
• Deep learning
• Machine learning
• Neural network
Software / hardware for training and
running models
• GPUs
• Parallel processing tools (like spark)
• Cloud data storage and compute
platforms
Programming language for building
models
• Python
• TensorFlow
• Java
• c
General Application
Application in medicine
 Cardiology
• Atrical fibrillation
• Cardiovascular risk
 Pulmonary medicine
 Endocrinology
 Nephrology
 Gastroenterology
 Neurology
• Epilepsy
• Gait, posture, and tremor
assessment
 Computating diagnosis of cancer
in histopatology
 Medical imaging and validation
of AI- based technologies
Cardiology
Atrial fibrillation
• Stroke
• AliveCor - FDA approval
• Apple – FDA approval
Cardiovascular risk
• Acute coronary syndrome
• Heart failure
pulmonary medicine
and Endocrinology
• Pulmonary functional test
spirometry
• Glucose monitoring - Guardian system
• Medtronic - FDA- Guardian system
• Watson (AI developed by IBM)
Nephrology
and gastroenterology
• Better Immunoglobulin A
Nephropathy Prediction
Models.
• Better Acute Kidney Injury
Prediction Models.
• Convolutional neural networks among
other deep learning models
• Detects abnormal structure such as
colonic polyps.
• Used in diagnosis of various diseases.
Neurology
Epilepsy
• Empatica received FDA approval in
2018 for their wearable Embrace.
Gait, posture, and tremor
assessment
Computational diagnosis of
cancer in histopatology
Discussion and conclusion
1. Validation of AI – based technologies : toward a
replication crisis?
2. Ethical implications of ongoing monitoring
3. The need of educate augmented doctors
4. The promise of ambient clinical intelligence : avoiding
dehumanization by technology
5. Why doctors be replaced by artificial intelligence?
Pros
Cons
Reference
1. Bruno E, Simblett S, Lang A, Biondi A, Odoi C, Schulze-Bonhage A, et al. Wearable technology in epilepsy: the
views of patients, caregivers, and healthcare professionals. Epilep Behav. (2018) 85:141–9. doi:
10.1016/j.yebeh.2018.05.044 43.
2. Christiansen MP, Garg SK, Brazg R, Bode BW, Bailey TS, Slover RH, et al. Accuracy of a fourth-generation
subcutaneous continuous glucose sensor. Diabet Technol Therapeut. (2017) 19:446–56. doi:
10.1089/dia.2017.0087.
3. Dorsey ER, Glidden AM, Holloway MR, Birbeck GL, Schwamm LH. Teleneurology and mobile technologies: the
future of neurological care. Nat Rev Neurol. (2018) 14:285–97. doi: 10.1038/nrneurol.2018.31.
4. Halcox JPJ, Wareham K, Cardew A, Gilmore M, Barry JP, Phillips C, et al. Assessment of remote heart rhythm
sampling using the AliveCor heart monitor to screen for atrial fibrillation: the REHEARSE-AF study. Circulation.
(2017) 136:1784–94. doi: 10.1161/CIRCULATIONAHA.117.030583.
5. Lawton J, Blackburn M, Allen J, Campbell F, Elleri D, Leelarathna L, et al. Patients’ and caregivers’ experiences of
using continuous glucose monitoring to support diabetes self-management: qualitative study. BMC Endocrine
Disord. (2018) 18:12. doi: 10.1186/s12902-018-0239-1.
6. Niel O, Bastard P. Artificial intelligence in nephrology: core concepts, clinical applications, and perspectives. Am J
Kidney Dis. (2019) 74:803–10. doi: 10.1053/j.ajkd.2019.05.020 32.
7. Yang YJ, Bang CS. Application of artificial intelligence in gastroenterology. World J Gastroenterol. (2019) 25:1666–
83. doi: 10.3748/wjg.v25.i14.1666.
Artificial intelligence

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Artificial intelligence

  • 1. ARTIFICIAL INTELLIGENCE PRESENTER: CHANDANA K MSc SYSTEMS BIOLOGY Manipal School of Life Science
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  • 4. 5 4 3 2 1 1. Types of AI 2. Components of AI 3. General Application 4. Application in medicine 5. Discussion and conclusion Brief about artificial intelligence
  • 5. TYPES OF ARTIFICIAL INTELLIGENCE https://searchenterpriseai.techtarget.com/definition/AI-Artificial-Intelligence SELF AWARNESS THEORY OF MIND BASED ON CAPABILITIES BASED ON FUNCTIONALITIES NARROW AI SUPER AI GENERAL AI REACTIVE MACHINE LIMITED MEMORY
  • 6. TYPES OF ARTIFICIAL INTELLIGENCE https://searchenterpriseai.techtarget.com/definition/AI-Artificial-Intelligence SELF AWARNESS THEORY OF MIND BASED ON CAPABILITIES BASED ON FUNCTIONALITIES NARROW AI SUPER AI GENERAL AI REACTIVE MACHINE LIMITED MEMORY
  • 7. Component of AI Application • Image recognition • Speech recognition • Chatbots • Natural language generation • Sentiment analysis Types of model • Deep learning • Machine learning • Neural network Software / hardware for training and running models • GPUs • Parallel processing tools (like spark) • Cloud data storage and compute platforms Programming language for building models • Python • TensorFlow • Java • c
  • 9. Application in medicine  Cardiology • Atrical fibrillation • Cardiovascular risk  Pulmonary medicine  Endocrinology  Nephrology  Gastroenterology  Neurology • Epilepsy • Gait, posture, and tremor assessment  Computating diagnosis of cancer in histopatology  Medical imaging and validation of AI- based technologies
  • 10. Cardiology Atrial fibrillation • Stroke • AliveCor - FDA approval • Apple – FDA approval Cardiovascular risk • Acute coronary syndrome • Heart failure
  • 11. pulmonary medicine and Endocrinology • Pulmonary functional test spirometry • Glucose monitoring - Guardian system • Medtronic - FDA- Guardian system • Watson (AI developed by IBM)
  • 12. Nephrology and gastroenterology • Better Immunoglobulin A Nephropathy Prediction Models. • Better Acute Kidney Injury Prediction Models. • Convolutional neural networks among other deep learning models • Detects abnormal structure such as colonic polyps. • Used in diagnosis of various diseases.
  • 13. Neurology Epilepsy • Empatica received FDA approval in 2018 for their wearable Embrace. Gait, posture, and tremor assessment
  • 15. Discussion and conclusion 1. Validation of AI – based technologies : toward a replication crisis? 2. Ethical implications of ongoing monitoring 3. The need of educate augmented doctors 4. The promise of ambient clinical intelligence : avoiding dehumanization by technology 5. Why doctors be replaced by artificial intelligence?
  • 17. Reference 1. Bruno E, Simblett S, Lang A, Biondi A, Odoi C, Schulze-Bonhage A, et al. Wearable technology in epilepsy: the views of patients, caregivers, and healthcare professionals. Epilep Behav. (2018) 85:141–9. doi: 10.1016/j.yebeh.2018.05.044 43. 2. Christiansen MP, Garg SK, Brazg R, Bode BW, Bailey TS, Slover RH, et al. Accuracy of a fourth-generation subcutaneous continuous glucose sensor. Diabet Technol Therapeut. (2017) 19:446–56. doi: 10.1089/dia.2017.0087. 3. Dorsey ER, Glidden AM, Holloway MR, Birbeck GL, Schwamm LH. Teleneurology and mobile technologies: the future of neurological care. Nat Rev Neurol. (2018) 14:285–97. doi: 10.1038/nrneurol.2018.31. 4. Halcox JPJ, Wareham K, Cardew A, Gilmore M, Barry JP, Phillips C, et al. Assessment of remote heart rhythm sampling using the AliveCor heart monitor to screen for atrial fibrillation: the REHEARSE-AF study. Circulation. (2017) 136:1784–94. doi: 10.1161/CIRCULATIONAHA.117.030583. 5. Lawton J, Blackburn M, Allen J, Campbell F, Elleri D, Leelarathna L, et al. Patients’ and caregivers’ experiences of using continuous glucose monitoring to support diabetes self-management: qualitative study. BMC Endocrine Disord. (2018) 18:12. doi: 10.1186/s12902-018-0239-1. 6. Niel O, Bastard P. Artificial intelligence in nephrology: core concepts, clinical applications, and perspectives. Am J Kidney Dis. (2019) 74:803–10. doi: 10.1053/j.ajkd.2019.05.020 32. 7. Yang YJ, Bang CS. Application of artificial intelligence in gastroenterology. World J Gastroenterol. (2019) 25:1666– 83. doi: 10.3748/wjg.v25.i14.1666.