How will artificial intelligence change the intensive care unit? | Doctor AI De-Coded Episode #2
How will artificial intelligence change the way we look after the sickest patients in our hospitals?
TIMESTAMPS
00:25 – How will AI affect different specialties?
02:28 - Uses for AI in the intensive care unit
-- 02:42 – Prediction
-- 04:03 – Personalised treatment
-- 04:46 – Decision support
-- 07:08 – Using new data types
08:29 – Challenges of introducing AI
09:50 – Closing thoughts
Understanding machine learning in medicine:
https://www.youtube.com/watch?v=leDBwoaWQ6E
My article on AI in intensive care:
https://chrislovejoy.me/intensive-care/
PAPERS
1. An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU. - https://www.ncbi.nlm.nih.gov/pubmed/29286945
2. Kamaleswaran R, Akbilgic O, Hallman MA, West AN, Davis RL, Shah SH. Applying Artificial Intelligence to Identify Physiomarkers Predicting Severe Sepsis in the PICU. Pediatr Crit Care Med. 2018;19:e495–503.
3. Komorowski M, Celi LA, Badawi O, Gordon AC, Faisal AA. The Artificial Intelligence Clinician learns optimal treatment strategies for sepsis in intensive care. Nat Med. 2018;24:1716.
4. Prasad N, Cheng L-F, Chivers C, Draugelis M, Engelhardt BE. A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units. ArXiv170406300 Cs. 2017 Apr 20; Available from: http://arxiv.org/abs/1704.06300. Accessed 4 Jan 2019.
5. Davoudi A, Malhotra KR, Shickel B, Siegel S, Williams S, Ruppert M, et al. The Intelligent ICU Pilot Study: Using Artificial Intelligence Technology for Autonomous Patient Monitoring. ArXiv180410201 Cs Eess. 2018 Apr 25; Available from: http://arxiv.org/abs/1804.10201. Accessed 4 Jan 2019.
6. Pickham D, Berte N, Pihulic M, Valdez A, Mayer B, Desai M. Effect of a wearable patient sensor on care delivery for preventing pressure injuries in acutely ill adults: A pragmatic randomized clinical trial (LS-HAPI study). Int J Nurs Stud. 2018;80:12–9.
7. Lovejoy CA, Buch V, Maruthappy M. Artificial intelligence in the intensive care unit. Crit Care. 2019; 23: 7.
Видео How will artificial intelligence change the intensive care unit? | Doctor AI De-Coded Episode #2 канала Chris Lovejoy
TIMESTAMPS
00:25 – How will AI affect different specialties?
02:28 - Uses for AI in the intensive care unit
-- 02:42 – Prediction
-- 04:03 – Personalised treatment
-- 04:46 – Decision support
-- 07:08 – Using new data types
08:29 – Challenges of introducing AI
09:50 – Closing thoughts
Understanding machine learning in medicine:
https://www.youtube.com/watch?v=leDBwoaWQ6E
My article on AI in intensive care:
https://chrislovejoy.me/intensive-care/
PAPERS
1. An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU. - https://www.ncbi.nlm.nih.gov/pubmed/29286945
2. Kamaleswaran R, Akbilgic O, Hallman MA, West AN, Davis RL, Shah SH. Applying Artificial Intelligence to Identify Physiomarkers Predicting Severe Sepsis in the PICU. Pediatr Crit Care Med. 2018;19:e495–503.
3. Komorowski M, Celi LA, Badawi O, Gordon AC, Faisal AA. The Artificial Intelligence Clinician learns optimal treatment strategies for sepsis in intensive care. Nat Med. 2018;24:1716.
4. Prasad N, Cheng L-F, Chivers C, Draugelis M, Engelhardt BE. A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units. ArXiv170406300 Cs. 2017 Apr 20; Available from: http://arxiv.org/abs/1704.06300. Accessed 4 Jan 2019.
5. Davoudi A, Malhotra KR, Shickel B, Siegel S, Williams S, Ruppert M, et al. The Intelligent ICU Pilot Study: Using Artificial Intelligence Technology for Autonomous Patient Monitoring. ArXiv180410201 Cs Eess. 2018 Apr 25; Available from: http://arxiv.org/abs/1804.10201. Accessed 4 Jan 2019.
6. Pickham D, Berte N, Pihulic M, Valdez A, Mayer B, Desai M. Effect of a wearable patient sensor on care delivery for preventing pressure injuries in acutely ill adults: A pragmatic randomized clinical trial (LS-HAPI study). Int J Nurs Stud. 2018;80:12–9.
7. Lovejoy CA, Buch V, Maruthappy M. Artificial intelligence in the intensive care unit. Crit Care. 2019; 23: 7.
Видео How will artificial intelligence change the intensive care unit? | Doctor AI De-Coded Episode #2 канала Chris Lovejoy
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