Backpropagation ANN-based prediction of exertional heat illness.

Abstract:

:Exertional heat illness is primarily a multi-system disorder results from the combined effect of exertional and thermoregulation stress. The severity of exertional heat illness can be classified as mild, intermediate and severe from non-specific symptoms like thirst, myalgia, poor concentration, hysteria, vomiting, weakness, cramps, impaired judgement, headache, diarrhea, fatigue, hyperventilation, anxiety, and nausea to more severe symptoms like exertional dehydration, heat cramps, heat exhaustion, heat injury, heatstroke, rhabdomyolysis, and acute renal failure. At its early stage, it is quite difficult to find out the severity of disease with manual screening because of overlapping of symptoms. Therefore, one need to classify automatically the disease based on symptoms. The 7:10:1 backpropagation artificial neural network model has been used to predict the clinical outcome from the symptoms that are routinely available to clinicians. The model has found to be effective in differentiating the different stages of exertional heat-illness with an overall performance of 100%.

journal_name

J Med Syst

authors

Aggarwal Y,Karan BM,Das BN,Aggarwal T,Sinha RK

doi

10.1007/s10916-007-9097-5

subject

Has Abstract

pub_date

2007-12-01 00:00:00

pages

547-50

issue

6

eissn

0148-5598

issn

1573-689X

journal_volume

31

pub_type

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