Friday, October 30, 2020
Home Life Style Health & Fitness Researchers Can Now Detect Heart Failure with 100% Accuracy with the Help...

Researchers Can Now Detect Heart Failure with 100% Accuracy with the Help of Artificial Intelligence

Conversely, their new model uses a combination of advanced signal processing and machine learning tools on raw ECG signals, delivering 100 per cent accuracy

With the help of Artificial Intelligence(AI), researchers have developed a neural network approach that can accurately identify congestive heart failure with 100 per cent accuracy through analysis of just one raw electrocardiogram (ECG) heartbeat.

Congestive heart failure (CHF) is a chronic progressive condition that affects the pumping power of the heart muscles. Associated with high prevalence, significant mortality rates and sustained healthcare costs, clinical practitioners and health systems urgently require efficient detection processes.

The researchers have worked to tackle these important concerns by using Convolutional Neural Networks (CNN) – hierarchical neural networks highly effective in recognising patterns and structures in data.

“We trained and tested the CNN model on large publicly available ECG datasets featuring subjects with CHF as well as healthy, non-arrhythmic hearts. Our model delivered 100 per cent accuracy: by checking just one heartbeat we are able detect whether or not a person has heart failure,” said study researcher Sebastiano Massaro, Associate Professor at the University of Surrey in the UK.

artificial intelligence, nobel prize
“Artificial intelligence is now one of the fastest-growing areas in all of science and one of the most talked-about topics in society.” VOA

“Our model is also one of the first known to be able to identify the ECG’ s morphological features specifically associated to the severity of the condition,” Massaro said.

Published in Biomedical Signal Processing and Control Journal, the research drastically improves existing CHF detection methods typically focused on heart rate variability that, whilst effective, are time-consuming and prone to errors.

Also Read: Here’s Why 5G Not Yet on Apple’s Mind as Rivals Go Gaga Over it

Conversely, their new model uses a combination of advanced signal processing and machine learning tools on raw ECG signals, delivering 100 per cent accuracy.

“With approximately 26 million people worldwide affected by a form of heart failure, our research presents a major advancement on the current methodology,” said study researcher Leandro Pecchia from the University of Warwick. (IANS)

STAY CONNECTED

19,120FansLike
362FollowersFollow
1,779FollowersFollow

Most Popular

New Trends of Hiring for Work in IT Industry

Each change is a step towards transformation. Ever since the pandemic interrupted our lives, the shift to remote working has not just altered the...

Making Orphaned and Abandoned Children Self-reliant

There are millions of orphan children across India, who lack the basic facilities required for survival. Having lost their parents at a very young...

Some Recovered COVID Patients Could Still Carry Virus

Researchers have reported that some patients recovered from COVID-19 could still carry the virus, suggesting that recovered patients should be more cautious and avoid...

Delayed Treatment of Brain Stroke Leads to Disabilities

Time is brain when it comes to the treatment of acute ischemic stroke. For every minute of delay in seeking treatment for a stroke,...

Foods that Reduce the Risks of Breast Cancer

A healthy lifestyle which includes exercise and a nutrient-dense diet may help reduce the risk of cancer. Foods that are rich in antioxidants and...

Delightful Golden Hues of Autumn in Switzerland

As beautiful as Switzerland is in summer, the changing colors of autumn paint the vistas of the country in delightful golden hues. Witnessing the...

Here’s How to Have a Better Digestive Health for Children

Has your toddler been refusing to poop in the toilet? Does he/she cry or make faces while passing stool or has the frequency of...

COVID Antibodies Respond at least for 5 Months, says Study

While some reports have come out saying antibodies to coronavirus go away quickly, a new study has revealed that the vast majority of individuals...

Recent Comments