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Machine learning algorithms do a poor job of diagnosing whether people have COVID-19 by the sound of their coughs, according to researchers.
A Massachusetts Institute of Technology (MIT) team had found that AI-based systems correctly identified 98.5 percent of coughs from people who were confirmed to have COVID-19, including 100 percent of coughs from people with no symptoms.
However, Alan Turing Institute and Royal Statistical Society researchers found that even the most accurate machine learning-powered cough-detecting models performed worse than a model based on user-reported systems and demographic data, such as age and gender.Β
The researchers collected and examined a dataset of audio recordings from over 67,000 people recruited from the National Health Service's Test and Trace and REACT-1 programs, which asked a random portion of the population to perform and send back nose and throat swabs to test for COVID-19.Β
Commentators pointed out that the UK Department of Health and Social Care had awarded contracts worth over GBP 100,000 in 2021 to Fujitsu to develop the government's so-called "Cough in a Box" initiative, an AI-powered app funded by to collect and analyse audio recordings of COVID-19 symptoms.Β
Cough-in-a-Box
Laguarta J., Hueto J.F., Subiran B. (2020) COVID-19 Artificial Intelligence Diagnosis Using Only Cough Recordings
MIT News (2020). Artificial intelligence model detects asymptomatic Covid-19 infections through cellphone-recorded coughs
Operator: Department of Health and Social Care (DHSC)
Developer: Fujitsu; Formwize; Cloudsoft
Country: UK
Sector: Health
Purpose: Diagnose COVID-19
Technology: Machine learning
Issue: Accuracy/reliability
Coppock H. et al (2022). Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers
Pigole D. et al (2022). Statistical Design and Analysis for Robust Machine Learning: A Case Study from COVID-19
Budd J. et al (2022). A large-scale and PCR-referenced vocal audio dataset for COVID-19
https://techcrunch.com/2023/02/14/ai-does-a-poor-job-of-diagnosing-covid-19-from-coughs-study-finds/
https://www.ukauthority.com/articles/study-shows-limits-of-coughing-tech-for-covid-19/
https://www.politicshome.com/news/article/algorithms-detect-covid19-coughing-sounds-cough-in-box
https://www.politico.eu/article/uk-ai-coughs-coronavirus-fujitsu/
Page info
Type: System
Published: February 2023
Last updated: December 2024