Acute Psychological Stress Detection Using Explainable Artificial Intelligence for Automated Insulin Delivery

Acute Psychological Stress Detection Using Explainable Artificial Intelligence for Automated Insulin Delivery

Acute psychological stress (APS) is a complex and multifactorial phenomenon that affects metabolism, necessitating real-time detection and interventions to mitigate its effects on glycemia in people with type 1 diabetes. This study investigates the detection of APS using physiological variables meas...

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Bibliographic Details
Main Authors: Mahmoud M. Abdel-Latif, Mudassir M. Rashid, Mohammad Reza Askari, Andrew Shahidehpour, Mohammad Ahmadasas, Minsun Park, Lisa Sharp, Lauretta Quinn, Ali Cinar
Format: Article
Language:English
Published: MDPI AG 2024-07-01
Series:Signals
Subjects:
acute psychological stress detection
galvanic skin response
type 1 diabetes
extreme gradient boosting
explainable machine learning
Shapley additive explanations
Online Access:https://www.mdpi.com/2624-6120/5/3/26

Internet

https://www.mdpi.com/2624-6120/5/3/26

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