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Researchers use biometrics, including data from the Oura Ring, to predict COVID-19 symptoms in advance


Researchers use biometrics, including data from the Oura Ring, to predict COVID-19 symptoms in advance – TechCrunch

A team of researchers from the West Virginia University (WVU) Rockefeller Neuroscience Institute (RNI), along with WVU’s Medicine department and staff from Oura Health have developed a platform they say can be used to anticipate the onset of COVID-19 symptoms in otherwise healthy people up to three days in advance. This can help with screening of pre-symptomatic individuals, the researchers suggest, enabling earlier testing and potentially reducing the exposure risk among front-line healthcare and essential workers.

The study involved using biometric data gathered by the Oura Ring, a consumer wearable that looks like a normal metallic ring, but that includes sensors to monitor a number of physiological metrics, including body temperature, sleep patterns, activity, heart rate and more. RNI and WVU Medical researchers combined this data with physiological, cognitive and behavioral biometric info from around 600 healthcare workers and first responders.

Participants in the study wore the Oura Ring, and provided additional data that was then used to develop AI-based models to anticipate the onset of symptoms before they physically manifested. While these are early results from a phase-one study, and yet to be peer-reviewed, the researchers say that their results showed a 90% accuracy rate on predicting the occurrence of symptoms, including fever, coughing, difficulty breathing, fatigue and more, all of which could indicate that someone has contracted COVID-19. While that doesn’t mean that individuals have the disease, a flag from the platform could mean they seek testing up to three days before symptoms appear, which in turn would mean three fewer days potentially exposing others around them to infection.

Next up, the study hopes to expand to cover as many as 10,000 participants across a number of different institutions in multiple states, with other academic partners on board to support the expansion. The study was fully funded by the RNI and their supporters, with Oura joining strictly in a facilitating capacity and to assist with hardware for deployment.

Many projects have been undertaken to see whether predictive models could help anticipate COVID-19 onset prior to the expression of symptoms, or in individuals who present as mostly or entirely asymptomatic based on general observation. This early result from RNI suggests that it is indeed possible, and that hardware already available to the general public could play an important role in making it possible.

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Weu2019re less than a month away from launching TC Early Stage 2020, our interactive online bootcamp, that runs July 21-22. Donu2019t miss out on more than 50 expert-led workshops focused on the core subjects every early-stage startup founder needs to ace. But hold up u2014 today is your last chance to score an early-bird deal. 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to open a game studio”,”content”:{“rendered”:”

With the game industry booming, more entrepreneurs are evaluating where to base their new startup or open a new office for their existing company. The U.S. government’s block on H1-B and L-1 visas will encourage American game startups to add an office abroad much sooner than they otherwise would have. But where?n

This spring, I surveyed a number of gaming-focused VCs about which cities are the best hubs for game studios targeting the Western games market. Several locales stood out as heavily recommended u2014 which Iu2019ve shared below u2014 but the most interesting takeaway was the lack of consensus.n

Game studios are far less geographically concentrated than other categories of VC-backed startups. While there are odes on Twitter and conference stages that u201cyou can build a successful startup anywhere,u201d most investors will push founders to locate themselves in the SF Bay Area, or at least in LA, NYC or London. Meanwhile, the most common piece of advice from those I spoke to: You should probably not base a gaming startup in the San Francisco Bay Area.n

Access to the right talent is the top priority, as is the ability to retain them. Proximity to investors matters, but a successful game quickly turns a profit, which reduces the need for outside funding beyond Series A (and U.S. and European VCs who focus on gaming tend to be very international in scope). Quality of life, ease of obtaining visas and access to strategic partners all play into the decision as well and will weigh these recommendations differently depending on who you are and the games youu2019re developing.n

Three notes:n

    n

  • I focused on qualitative research, gauging the assessments of top investors who track new startups in the sector about where the action is right now.u00a0n
  • The scope of this survey is limited to studios targeting the Western gaming market, so leading hubs in Asia werenu2019t included.n
  • I group cities by metropolitan area so, for example, San Francisco includes Redwood City and Seattle includes Bellevue.nn

    North American

    In North America, Los Angeles is the clear favorite with Montreal, Seattle, San Francisco, Toronto and Vancouver all receiving many endorsements as the other top hubs. Regarding cities with the most interesting gaming startups recently, Ryann Lai of Makers Fund said, u201cIt is hard to name a single best location, but Toronto, Culver City (in Los Angeles), Orange County (next to Los Angeles) have gotten increasingly popular among gaming founders lately.u201d



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