TE
科技回声
首页24小时热榜最新最佳问答展示工作
GitHubTwitter
首页

科技回声

基于 Next.js 构建的科技新闻平台,提供全球科技新闻和讨论内容。

GitHubTwitter

首页

首页最新最佳问答展示工作

资源链接

HackerNews API原版 HackerNewsNext.js

© 2025 科技回声. 版权所有。

Show HN: An attempt to spot Covid-19 outbreaks using wearable devices

40 点作者 helloworld大约 5 年前

7 条评论

helloworld大约 5 年前
How can we spot the &quot;silent spreaders&quot; of SARS-CoV-2 -- the people who are infected and contagious, but have no symptoms? [1] Our digital medicine group at Scripps Research Translational Institute has just launched a health study [2] to explore one possible approach: crowdsourcing data from wearable devices like the Apple Watch and Fitbit, and then attempting to use machine learning (or less grandly, linear regression) to identify COVID-19 infections.<p>In January, my colleagues at Scripps published a study in the Lancet that used heart rate and sleep data from about 47,000 Fitbit users in the U.S. to predict which areas would be hardest hit by flu. [3] The correlation with actual reports from the Centers for Disease Control was very high: 0.9.<p>We’re hoping that we can do something similar for COVID-19 infection. In particular, elevated resting heart rate appears to be a reliable indicator of viral infection. [4] We’re wondering whether it might also be a leading indicator, i.e, spiking to a detectable degree before any measurable fever. If it were, we might be able to identify COVID-19 infections in individuals -- and areas with outbreaks -- before people even have any symptoms.<p>To figure this out, we’re going to need a lot of participants. And that’s really the greatest challenge for us now. A similar project in Germany [5], which was inspired by our Lancet flu study, already has more than 160,000 volunteers. But they have the advantage of being sponsored by a national research institute. We don’t.<p>If you have suggestions about how we might reach people with wearables who want to help out -- or if you have questions about the DETECT study -- please add them to the comments.<p>Thanks, Danny<p>[1] Substantial undocumented infection facilitates the rapid dissemination of novel coronavirus. <a href="https:&#x2F;&#x2F;science.sciencemag.org&#x2F;content&#x2F;early&#x2F;2020&#x2F;03&#x2F;24&#x2F;science.abb3221" rel="nofollow">https:&#x2F;&#x2F;science.sciencemag.org&#x2F;content&#x2F;early&#x2F;2020&#x2F;03&#x2F;24&#x2F;scie...</a><p>[2] Pivoting health research to take on COVID-19. <a href="https:&#x2F;&#x2F;www.weforum.org&#x2F;agenda&#x2F;2020&#x2F;03&#x2F;pivoting-health-research-to-take-on-covid-19-detect-lessons" rel="nofollow">https:&#x2F;&#x2F;www.weforum.org&#x2F;agenda&#x2F;2020&#x2F;03&#x2F;pivoting-health-resea...</a><p>[3] Harnessing wearable device data to improve state-level real-time surveillance of influenza-like illness in the USA. <a href="https:&#x2F;&#x2F;www.thelancet.com&#x2F;journals&#x2F;landig&#x2F;article&#x2F;PIIS2589-7500(19)30222-5&#x2F;fulltext" rel="nofollow">https:&#x2F;&#x2F;www.thelancet.com&#x2F;journals&#x2F;landig&#x2F;article&#x2F;PIIS2589-7...</a><p>[4] Fever and cardiac rhythm. <a href="https:&#x2F;&#x2F;jamanetwork.com&#x2F;journals&#x2F;jamainternalmedicine&#x2F;article-abstract&#x2F;606966" rel="nofollow">https:&#x2F;&#x2F;jamanetwork.com&#x2F;journals&#x2F;jamainternalmedicine&#x2F;articl...</a><p>[5] Germany launches smartwatch app to monitor coronavirus spread. <a href="https:&#x2F;&#x2F;www.nytimes.com&#x2F;reuters&#x2F;2020&#x2F;04&#x2F;07&#x2F;technology&#x2F;07reuters-health-coronavirus-germany-tech.html" rel="nofollow">https:&#x2F;&#x2F;www.nytimes.com&#x2F;reuters&#x2F;2020&#x2F;04&#x2F;07&#x2F;technology&#x2F;07reut...</a>
nicthesailor大约 5 年前
I just tried to download the android app, but it says it&#x27;s not available in my country.<p>You might get more volunteers and data if you remove the geographic restrictions.
评论 #22883021 未加载
a2x0大约 5 年前
For those of you that are located in Germany and want to help with their data: the RKI has an app[1] like that and uses heart rate, resting heart rate, sleep, and steps to determine the spread throughout the country<p>[1]: <a href="https:&#x2F;&#x2F;corona-datenspende.de" rel="nofollow">https:&#x2F;&#x2F;corona-datenspende.de</a>
评论 #22883519 未加载
exabrial大约 5 年前
I really wish Apple, Garmin, Google, Fitbit would start working on body temperature sensors. It doesn&#x27;t need to be realtime like a heartbeat sensor to be useful, but seeing a 0.5-1.0 average daily body temperature increase could encourage A LOT of people to stay home or go get tested
评论 #22883695 未加载
评论 #22888767 未加载
评论 #22882909 未加载
a9h74j大约 5 年前
Not exactly wearable, but I have learned in the midst of all this that fingertip pulse oximeters cost only $20-40 retail. Has there been any work to see if falling oxygenation readings can serve as a precurser? In any event I have started charting my own oximeter readings along with my temperature, both for baselines. It looks like I should add pulse rate as well.
评论 #22883355 未加载
a9h74j大约 5 年前
As you might be aware, California Governor Newsom in his TV briefing yesterday referred to encountering an abundance of tech-inspired proposals -- as I understood this, in the areas of monitoring and tracking. I also heard him to say there will be some attempt made to &quot;pick one&quot; so-to-speak, for a focus in participation, tech and data.
评论 #22883566 未加载
评论 #22890044 未加载
tinus_hn大约 5 年前
What do you want from people with Fitbits? If you just want them to use your app and send you data I think all you need to do is ask.
评论 #22883826 未加载