Cough Against COVID: Evidence of COVID-19 Signature in Cough Sounds

09/17/2020
by   Piyush Bagad, et al.
0

Testing capacity for COVID-19 remains a challenge globally due to the lack of adequate supplies, trained personnel, and sample-processing equipment. These problems are even more acute in rural and underdeveloped regions. We demonstrate that solicited-cough sounds collected over a phone, when analysed by our AI model, have statistically significant signal indicative of COVID-19 status (AUC 0.72, t-test,p <0.01,95 asymptomatic patients as well. Towards this, we collect the largest known(to date) dataset of microbiologically confirmed COVID-19 cough sounds from 3,621 individuals. When used in a triaging step within an overall testing protocol, by enabling risk-stratification of individuals before confirmatory tests, our tool can increase the testing capacity of a healthcare system by 43 prevalence of 5 infrastructure

READ FULL TEXT
research
08/06/2021

Estimating Active Cases of COVID-19

Having accurate and timely data on confirmed active COVID-19 cases is ch...
research
11/02/2020

Assessing racial inequality in COVID-19 testing with Bayesian threshold tests

There are racial disparities in the COVID-19 test positivity rate, sugge...
research
12/03/2020

Assaying Large-scale Testing Models to Interpret Covid-19 Case Numbers. A Cross-country Study

Large-scale testing is considered key to assessing the state of the curr...
research
01/05/2021

COVID-19 Tests Gone Rogue: Privacy, Efficacy,Mismanagement and Misunderstandings

COVID-19 testing, the cornerstone for effective screening and identifica...
research
07/28/2021

Smoking prevalence in Covid-19 patients

We investigate the prevalence rate of smoking in Covid-19 patients and e...
research
06/05/2021

Impact of data-splits on generalization: Identifying COVID-19 from cough and context

Rapidly scaling screening, testing and quarantine has shown to be an eff...
research
05/22/2021

COVID-19 Detection Using Recorded Coughs in the 2021 DiCOVA Challenge

COVID-19 has resulted in over 100 million infections and caused worldwid...

Please sign up or login with your details

Forgot password? Click here to reset