Using AI to fight COVID-19 may harm disadvantaged groups, experts say

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The university’s researchers also highlighted discrimination in AI technology as they pick symptom profiles from medical records, reflecting and exacerbating biases against minorities

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Companies worldwide have devised methods in the past year to harness the power of big data and machine learning (ML) in medicine. A model developed by Massachusetts Institute of Technology (MIT) uses AI to detect asymptomatic COVID-19 patients through coughs recorded on their smartphones. In South Korea, a company used cloud computing to scan chest X-rays to monitor infected patients.

Artificial intelligence (AI) and ML have been extensively deployed during the pandemic, and their use ranged from data extraction to vaccine distribution. But experts from the University of Cambridge raise questions on ethical use of AI as they see the technology to have a tendency to harm minorities and those from lower socio-economic status.

“Relaxing ethical requirements in a crisis could have unintended harmful consequences that last well beyond the life of the pandemic,” said Stephen Cave, Director of Cambridge’s Center for the Future of Intelligence (CFI).

Also Read | Competition between prediction algorithms is bad for customers, study finds

Making clinical choices like predicting deterioration rates of patients who may need ventilation can be flawed as the AI model uses biased data. These trained datasets and algorithms are inevitably skewed against groups that access health services infrequently, including minority ethnic communities and those belonging to lower social status, Cambridge team warned.

Another issue is in the way algorithms are used to allocate vaccines locally, nationally and globally. Last December, Stanford Medical Centre’s vaccination plan algorithm left out several young front-line workers.

“In many cases, AI plays a central role in determining who is best placed to survive the pandemic. In a health crisis of this magnitude, the stakes for fairness and equity are extremely high,” said Alexa Hagerty, research associate at University of Cambridge.

Also Read | How bias crept into AI-powered technologies

The university’s researchers also highlighted discrimination in AI technology as they pick symptom profiles from medical records, reflecting and exacerbating biases against minorities.

The use of contact-tracing apps has also been criticised by several experts around the world, stating that it excludes those who don’t have access to the internet and those who lack digital skills, among other user privacy issues.

In India, biometric identity programmes can be linked to vaccination distribution, raising concerns for data privacy and security. Other vaccine allocation algorithms, including some used by the COVAX alliance, are driven by privately owned AI. These private algorithms are like ‘black box’, Hagerty noted.

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AI adoption in organisations is moving ‘too fast’: KPMG survey

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Concerns around use of AI was more prominent among smaller firms, Gen Zs and Millennials. Ethics, governance, and regulation of AI are major factors, the study notes

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Business leaders are experiencing a COVID-19 whiplash from the pace of artificial intelligence (AI) adoption, according to a report by audit firm KPMG. They see this acceleration to be moving “too fast”, but still are confident that AI can solve several challenges.

In its study titled Thriving in an AI World, the advisory firm notes that nearly half of business leaders in manufacturing, retail, and technology sectors believe AI is moving faster than it should. KPMG surveyed 950 business leaders across seven industries including technology, financial services, manufacturing and healthcare.

And within the industry group, leaders in healthcare and life sciences overwhelmingly said that AI helped them to monitor COVID-19 pandemic, develop vaccines and distribute them. The sentiment had resonated with executives in Financial Services, who noted that AI’s ability to detect fraud proved very effective this year.

Also Read | AI finds Bollywood’s association of beauty with fair skin unchanged

Concerns around use of AI was more prominent among smaller firms, Gen Zs and Millennials. Ethics, governance, and regulation of AI are major factors, the study notes.

“Moreover, many business leaders do not have a view into what their organisations are doing to control and govern AI and may fear risks are developing,” said Traci Gusher, principal of AI at KPMG.

In December, another global audit firm PwC noted in its report that AI use in India during the pandemic was greater than in countries like the U.S., Japan and the U.K.

Also Read | Studying e-cigarette using pattern with sensors and AI

KMPG’s survey also notes that executives prefer a regulated path for AI as opposed to a ‘Wild Wild West’ model – – a lawless and unruly.

“Additionally, a more robust regulatory environment may help facilitate commerce,” said Rob Dwyer, principal at KPMG. “It can help remove unintended barriers that may be a result of other laws or regulations, or due to lack of maturity of legal and technical standards.”

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How to read a 300-year-old letter without opening it

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In 1926, a seventeenth-century trunk containing over 2000 unclaimed letters was bequeathed to the Dutch postal museum. The letters were closed using an ancient technique called letterlocking, in which the writing paper is intricately folded and secured to become its own envelopes. Now an international team of researchers has virtually unfolded and unlocked the contents of one of the letters and the findings were published on Tuesday in Nature Communications.

The team used a technique called X-ray microtomography. “The scanning technology is similar to medical CT scanners, but using much more intense X-rays which allow us to see the minute traces of metal in the ink used to write these letters,” explains one of the authors Dr. David Mills from the Queen Mary University of London in a release.

The team developed algorithms to virtually separate the different layers of the complicated folds in the letters.

 

“We were not interested in working on the project if the endgame was to tear open the unopened letters. The unopened letterpackets preserve invaluable letterlocking evidence,” explains lead author Jana Dambrogio in an email to The Hindu. She is from the Wunsch Conservation Laboratory, Massachusetts Institute of Technology (MIT) Libraries, Cambridge, and has been studying the intricate details of letters for twenty years.

Content of the letter

The study revealed that the letter, dated July 31, 1697, was written in French by a legal professional named Jacques Sennacques, from Lille (a city in northern France), who requires a “legalised” death certificate for a relation, Daniel Le Pers.

“Jacques doesn’t say why he needs this document, but it’s clearly an urgent request as he reminds Pierre that he’s asked for it before. The letter is important because it shows that family members were able to communicate across borders thanks to an efficient postal system. It also sheds light on the worries of ordinary people – most letters we have are by the elites, but this mundane letter reveals the more day-to-day business of people at the time.” says one of the authors David van der Linden, from Radboud University (The Netherlands), in an email to The Hindu.

“This is a great example of the everyday business of a lawyer more than 300 years ago. The people whose lives are recorded in the trunk were ordinary people in extraordinary circumstances – often separated from their friends, families, and patrons for reasons of religious persecution, or simply the enduring need to make money. These letters poignantly capture their attempts to maintain vital human connections across vast and sometimes dangerous distances,” adds Dr. Jana Dambrogio.

A seventeenth-century trunk of letters bequeathed to the Dutch postal museum in The Hague. The trunk belonged to one of the most active postmaster and postmistress of the day, Simon and Marie de Brienne, a couple at the heart of European communication networks. Courtesy of the Sound and Vision The Hague, The Netherlands. The trunk is part of the Brienne Collection.

A seventeenth-century trunk of letters bequeathed to the Dutch postal museum in The Hague. The trunk belonged to one of the most active postmaster and postmistress of the day, Simon and Marie de Brienne, a couple at the heart of European communication networks. Courtesy of the Sound and Vision The Hague, The Netherlands. The trunk is part of the Brienne Collection.
 

 

The studied letter required at least eight folding and locking steps to transform the flat sheet of paper into a compact letterpacket. Dr. Dambrogio explains that there are hundreds of folding sequences in the collection and the virtual unfolding pipeline has helped study them

She says that the team is also interested in using this X-ray technique to study origami. “A challenge in origami is to accurately measure folded objects so that we can better understand if they truly ‘exist’ from a mathematical standpoint – if they can be folded without stretching the paper in any way. Another area of interest is to study important origami works whose designers have long since passed away and we have no record of how they were constructed,” she adds.

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