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DeepMind AI Can Predict Kidney Failure 48 Hours Early

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Artificial intelligence can predict a leading cause of preventable patient harm up to two days before it occurs.

Google’s DeepMind, in partnership with the U.S. Department of Veterans Affairs, developed technology that could give doctors a 48-hour head start in treating acute kidney injury (AKI).

The condition (previously known as acute renal failure) causes build-up of waste in the blood, making it hard for the kidneys to balance fluid; the result is often a sudden failure or damage that occurs over a few hours or a few days.

Affecting up to one in five hospitalized patients in the US and UK, AKI is notoriously difficult to spot, and deterioration can happen quickly.

Machine learning to the rescue!

Using anonymized health records from the VA network, DeepMind’s AI correctly predicted nine out of 10 patients whose condition deteriorated so severely they required dialysis.

“This could provide a window in the future for earlier preventative treatment and avoid the need for more invasive procedures like kidney dialysis,” study co-authors Dominic King and Mustafa Suleyman wrote in a blog post.

The team hopes the model will one day be used to identify other major causes of disease and deterioration, including life-threatening infection sepsis.

Their research was published this week in the journal Nature.

DeepMind wants to use AI to give doctors a 48-hour head start on life-threatening illness (via DeepMind)

“This is our team’s biggest healthcare research breakthrough to date, demonstrating the ability to not only spot deterioration more effectively, but actually predict it before it happens,” Suleyman and King said.

The technology, however, won’t help anyone without the right tools to alert specialists.

“Better technology is desperately needed so that critical information can be delivered to the right specialist at the right time,” DeepMind said.

Enter Streams, a mobile medical assistant for clinicians, which has been in use at the Royal Free London NHS Foundation Trust since early 2017.

The app allows specialists to review urgent cases in 15 minutes or less—a process that might otherwise take several hours—and helps reduce the number of AKI cases missed at the hospital.

“Getting the right information about the right patient at the right time is a huge problem for healthcare systems across the globe,” according to King and Suleyman.

“These results comprise the building blocks for our long-term vision of preventative healthcare, helping doctors to intervene in a proactive, rather than reactive, manner,” they added.

Research, led by David Feinberg, will continue as part of Google Health.

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Facebook ‘Exempts’ Politicians From Fact Checking

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Facebook relies on third-party fact checkers to curb the spread of fake news and viral misinformation.

But not all users are subject to the social network’s reviews.

Speaking at the Atlantic Festival in Washington, D.C., on Tuesday, Facebook’s Vice President of Global Affairs and Communications Nick Clegg revealed that politicians are “exempt” from inspection.

“We do not submit speech by politicians to our independent fact checkers, and we generally allow it on the platform even when it would otherwise break our normal content rules,” according to Clegg.

“We don’t believe,” he wrote in an accompanying blog post, “that it’s an appropriate role for us to referee political debates and prevent a politician’s speech from reaching its audience and being subject to public debate and scrutiny.”

The policy—”on the books for over a year now”—means Facebook does not send organic content or ads from politicians to partners for review.

If a lawmaker shares previously debunked material (links, photos, videos), however, that content is demoted, replaced with related information from fact checkers, and rejected from adverts.

This is in keeping with Facebook’s newsworthiness exemption, introduced in 2016, which allows posts that break community standards “if we believe the public interest in seeing it outweighs the risk of harm,” Clegg said.

Moving forward, the popular platform will treat speech from politicians as “newsworthy content that should, as a general rule, be seen and heard.”

There are two exceptions: when speech endangers people, and when Facebook takes money (in which case posted ads must comply with community standards and advertising policies).

Clegg’s speech also covered:

  • Calls for the break-up of big tech: “Pulling apart globally successful American businesses won’t actually do anything to solve the big issues we are all grappling with—privacy, the use of data, [and] harmful content”
  • Election integrity: “It is no secret that Facebook made mistakes in 2016”
  • Deepfake videos: “We must and we will get better at identifying lightly manipulated content before it goes viral”

Twitter recently took its own stance on political speech, introducing a new notice meant to provide clarity about certain tweets that violate company rules but remain on the platform.

The feature—a sort of warning screen users must click through before seeing a tweet—applies only to verified government officials with more than 100,000 followers.

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Hacker Takes Over Smart Home Devices, Plays ‘Vulgar’ Music in Couple’s House

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A Wisconsin couple is warning smart-home owners about security issues after their in-house video system was recently disrupted by an unidentified hacker.

Lamont and Samantha Westmoreland noticed something wasn’t right when a random voice took over their Google Nest system on September 17, Newsweek reported. The pair started hearing noisy music echoing throughout their home and they realized that the thermostat was cranked all the way up to 90 degrees Fahrenheit.

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“My heart was racing,” Samantha told Fox 6 News in an interview. “I felt so violated at that point.”

The couple installed a Nest camera, thermostat, and doorbell in their home last year and didn’t have any problems until last week’s incident. Samantha initially thought the wonky thermostat reading was a glitch and switched it back to room temperature. The next 24 hours were about to get more interesting for the pair, who had no idea what they were about to experience.

The thermostat continued to rise in temperature and then a strange voice started speaking from a camera in their kitchen. The device then started playing “vulgar” songs, prompting Samantha and her husband to immediately change their passwords.

However, the hacker’s activity continued and eventually, the pair asked their internet carrier for assistance and changed their network ID. The Westmorelands believe that an individual hacked into their internet and then their Nest devices.

Fox 6 News received a statement from a Google spokesperson on the incident, which indicated that “Nest was not breached.”

“These reports are based on customers using compromised passwords (exposed through breaches on other websites),” the Google spokesperson said. “In nearly all cases, two-factor verification eliminates this type of security risk.”

They continued, “Nest users have the option to migrate to a Google Account, giving them access to additional tools and automatic security protections such as Suspicious activity detection, 2-Step Verification, and Security Checkup. Millions of users have signed up for two-factor verification.”

Lamont and Samantha wanted to share their story with other homeowners, so they can prevent hackers from taking over their smart home setups.

“People need to be educated and know that this is real, and this is happening, and it is super scary, and you don’t realize it until it’s actually happening to you,” Samantha added.

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Celebrate World Rhino Day By Playing With This 3D Model

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Happy (belated) World Rhino Day!

Researchers at the University of Massachusetts Amherst and Perth Zoo in Australia teamed up to produce the world’s first accurate, publicly available 3D model of the rare southern white rhino.

Few rhinos survive outside national parks and reserves due to poaching and habitat loss; not yet extinct, the animals are vulnerable to climate change and illegal hunting.

So, while they still have a chance*, the Digital Life team at UMass traveled Down Under to photo-capture southern white rhino Bakari in his full three-dimensional glory.

They released the image on Sunday, September 22: World Rhino Day.

“Perth Zoo shares our vision about how public outreach and the scientific data gained from this model can benefit society,” UMass evolutionary biologist Duncan Irschick said in a statement.

Though fun to look at, a 3D picture of a rhinoceros doesn’t seem like the best use of researchers’ time and money.

But for some conservationists, this type of model is useful for reconstructing body composition and assessing an animal’s physical condition.

“You can’t just walk up to a rhino in the field, but using a variation of these methods … one could recreate the body shapes of such animals,” Irschick explained. “We believe it is a powerful tool with many applications beneficial to wildlife.”

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The project follows other work by Irschick & Co., who have created several “Beastcam” rigs to quickly and conveniently capture 3D animals—including live sharks underwater.

“We’ve done a fair number of frogs, lizards, and sea turtles,” Irschick said. “This rhino represents our first foray into megafauna.”

The team set up 20 cameras to take photos of Bakari in 360 degrees—from a safe, non-invasive distance, allowing the animal to remain comfortable and follow its daily routine.

CGI artist Jer Bot was then brought in to recreate and animate the rhino (“like putting Humpty Dumpty back together again,” according to Irschick). Once finished, the researchers placed the 3D image on the Sketchfab website for free, non-profit dissemination.

“It is exciting for Perth Zoo to participating in creating 3D models that can be used for wildlife conservation and education,” interpretation officer Alan Gill said.

“Our animals are ambassadors for their species,” he continued, “and we’re thrilled that Bakari can continue to advocate for southern white rhinoceros conservation programs right around the world.”

* Much like I am anxious to visit Venice before the entire city is under water.

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