NDLI: Providing Statistical Measures of Reliability for Body Core Temperature Predictions

Content Provider	IEEE Xplore Digital Library
Author	Gribok, A.V. Buller, M.J. Hoyt, R.W. Reifman, J.
Copyright Year	2007
Description	Author affiliation: U.S. Army Med. Res. & Materiel Command (USAMRMC), Frederick (Gribok, A.V.)
Abstract	This paper describes the use of a data-driven autoregressive integrated moving average model to predict body core temperature in humans during physical activity. We also propose a bootstrap technique to provide a measure of reliability of such predictions in the form of prediction intervals. We investigate the model's predictive capabilities and associated reliability using two distinct datasets, both obtained in the field under different environmental conditions. One dataset is used to develop the model, and the other one, containing an example of heat illness, is used to test the model. We demonstrate that accurate and reliable predictions of an extreme core temperature value of 39.5 degC, can be made 20 minutes ahead of time, even when the predictive model is developed on a different individual having core temperatures within healthy physiological limits. This result suggests that data-driven models can be made portable across different core temperature levels and across different individuals. Also, we show that the bootstrap prediction intervals cover the actual core temperature, and that they exhibit intuitively expected behavior as a function of the prediction horizon and the core temperature variability.
Starting Page	545
Ending Page	548
File Size	535672
Page Count	4
File Format	PDF
ISBN	9781424407873
ISSN	1557170X
DOI	10.1109/IEMBS.2007.4352348
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-08-22
Publisher Place	France
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Temperature distribution Predictive models Biomedical monitoring Injuries Biological system modeling Humans Temperature sensors Biomedical measurements Military computing Testing
Content Type	Text
Resource Type	Article
Subject	Signal Processing Biomedical Engineering Health Informatics Computer Vision and Pattern Recognition

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Regularization of Body Core Temperature Prediction during Physical Activity

Study of a Brain Hyperthermia System providing also Passive Brain Temperature Monitoring

Electronic temperature monitoring during the decompression surgery of the facial nerve

Monitoring change of body fluids during physical exercise using bioimpedance spectroscopy

Lower body reaction testing using ultrasonic motion capture

$SEEQ^{™}$ MCT wearable sensor performance correlated to skin irritation and temperature

On the reliability of pulse oximetry at the sternum

Sleep and activity monitoring for Returning Soldier Adjustment Assessment

Sleeping ECG and body position monitoring system

Providing Statistical Measures of Reliability for Body Core Temperature Predictions

Similar Documents

Regularization of Body Core Temperature Prediction during Physical Activity

Study of a Brain Hyperthermia System providing also Passive Brain Temperature Monitoring

Electronic temperature monitoring during the decompression surgery of the facial nerve

Monitoring change of body fluids during physical exercise using bioimpedance spectroscopy

Lower body reaction testing using ultrasonic motion capture

$SEEQ^{™}$ MCT wearable sensor performance correlated to skin irritation and temperature

On the reliability of pulse oximetry at the sternum

Sleep and activity monitoring for Returning Soldier Adjustment Assessment

Sleeping ECG and body position monitoring system

Providing Statistical Measures of Reliability for Body Core Temperature Predictions