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Cancer Ribbon. Pixabay

Researchers have developed a new tool with advanced artificial intelligence (AI) methods to predict a woman’s future risk of breast cancer.

For the study, the researchers used almost 90,000 full-resolution screening mammograms from about 40,000 women to train, validate and test the deep learning model.


“There’s much more information in a mammogram than just the four categories of breast density, “said study lead author Adam Yala from the Massachusetts Institute of Technology (MIT) in the US.

“By using the deep learning model, we learn subtle cues that are indicative of future cancer,” Yala added.

The research team recently compared three different risk assessment approaches. The first model relied on traditional risk factors, the second on deep learning that used the mammogram alone, and the third on a hybrid approach that incorporated both the mammogram and traditional risk factors into the deep learning model.


Cancer patient.

The deep learning models yielded substantially improved risk discrimination over the Tyrer-Cuzick model, a current clinical standard that uses breast density in factoring risk.

When comparing the hybrid deep learning model against breast density, the researchers found that patients with non-dense breasts and model-assessed high risk had 3.9 times the cancer incidence of patients with dense breasts and model-assessed low risk.

Also Read- Mukesh Ambani Breaking All Barriers to Connect Next Billion

The advantages held across different subgroups of women, said the study published in the journal Radiology.

“Unlike traditional models, our deep learning model performs equally well across diverse races, ages and family histories,” said Regina Barzilay, Professor at MIT. (IANS)


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Elon Musk has renewed his promise to "extend life to Mars".

Following a huge growth in his personal fortune, Tesla and SpaceX CEO Elon Musk has renewed his promise to "extend life to Mars". According to The Star, Musk's wealth has swelled to an astonishing $230 billion. Or a whopping 861 billion Dodgecoin, a cryptocurrency backed by the entrepreneur after he was reported to have invested millions.

Musk is now richer than Bill Gates and Warren Buffett combined, both individuals who had previously held the rich list title. "Elon Musk (with a net worth equal to 861 billion #Dogecoin) is now richer than Bill Gates and Warren Buffett COMBINED!" popular crypto YouTuber Matt Wallace's tweeted.

To which Musk said: "Hopefully enough to extend life to Mars". "Have no doubt you will make it happen," Wallace responded. CEO investments, the creators of Dogecoin, also responded backing Musk's plans every step of the way. The SpaceX Mars programme was initiated by Musk to colonize Mars after he first conceptualized the project back in 2001. SpaceX's aspirational goal has been to land the first humans on Mars by 2024, but in October 2020 Musk named 2024 as the goal for an uncrewed mission. (IANS/ MBI)

Keywords: investments, combined, SpaceX, billion, Elon musk, tesla


Photo by Damir Spanic on Unsplash

A perfume is an essential part of dressing up.

By N. Lothungbeni Humtsoe

A perfume is an essential part of dressing up. Studies confirm that we feel more confident about ourselves if the final touches of our routine is a spritz of lingering perfume. However, how often do you feel that your perfume doesn't last long enough? How often do you feel that the fragrance disappears in a few hours? This is quite a common problem. Let's learn a few hacks to keep you smelling gorgeous all day.

Wearing your perfume right after the shower
Our skin tends to hold onto some moisture right after a shower. This moisture helps to lock the fragments that extend your perfume's longevity.

gray steel shower Our skin tends to hold onto some moisture right after a shower. | Photo by Chandler Cruttenden on Unsplash

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I'm nostalgic about Delhi. There's no ideal place to live in, where you are that is your home - Mukundan

By Vishnu Makhijani

Back in the 1960s, the national capital was a "quiet and safe place" where women were not harmed and you could sleep on your terrace "without locking the main house door". Then, "a nouveau riche class prospered" and outwardly, New Delhi today "is a beautiful city" but "beneath lies hunger, filth and diseases".Still, Malayalam author M. Mukundan is nostalgic about a city where he lived for 40 long years before moving back to his hometown of Mahe and this prompted him to write "Delhi - A Soliloquy", translated by Fathima E.V. and Nandakumar K (Westland/Eka) that has been shortlisted for the Rs 25 lakh JCB Prize for Literature, India's richest literary award. "When I was in Delhi, I felt nostalgic about Mahe. Now it is the other way round - I'm nostalgic about Delhi. There's no ideal place to live in, where you are that is your home," Mukundan, four of whose works have been adapted for the big screen, told IANS in an interview.

"In the early 60s when I arrived in Delhi, it was a quiet and safe place. There were villages within the city. After seeing a late night movie at the Race Course theatre, women and children would walk down to Lodhi Colony past midnight. No woman was harmed. "In summer, we used to sleep on the charpoys spread out on the terraces of our houses without locking the main house door down below. It was a city anybody will dream of living. And then Delhi changed all of a sudden - a brutal, grotesque change. "Factories and commercial establishments came up, attracting unemployed poor people from other states. Building mafias destroyed villages and fields and built ugly high-rise buildings. Poor people were pushed away to filthy slums where they led a wretched life of deprivation. Throwing away all values, a nouveau riche class prospered. Outwardly, Delhi is a beautiful city. But beneath lies hunger, filth and diseases," Mukundan elaborated.

Mukundan A Soliloquy" is the story of the changes and growth of the city with Sahadevan's life as the backdrop. Wikimedia Commons

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