The long-term lessons America learns from the coronavirus pandemic will spell life or death.
- As the US commences its early stages of COVID-19 vaccinations, Michael Dowling, president and CEO of Northwell Health, argues that now is not the time to relax. "There are lessons to be learned by systems like ours based upon our experience," says Dowling, adding that "we know what these lessons are, and we're working on them."
- The four major takeaways that Dowling has identified are that the United States was unprepared and slow to react, that we need a domestic supply chain so that we aren't relying on other countries, that there needs to be more domestic and international cooperation, and that leadership roles in public health must be filled by public health experts.
- If and when another pandemic hits (in the hopefully distant future), the country—and by extension the world—will be in a much better place to deal with it.
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Northwell Health is using insights from website traffic to forecast COVID-19 hospitalizations two weeks in the future.
- The machine-learning algorithm works by analyzing the online behavior of visitors to the Northwell Health website and comparing that data to future COVID-19 hospitalizations.
- The tool, which uses anonymized data, has so far predicted hospitalizations with an accuracy rate of 80 percent.
- Machine-learning tools are helping health-care professionals worldwide better constrain and treat COVID-19.
The value of forecasting<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yNTA0Njk2OC9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTYyMzM2NDQzOH0.rid9regiDaKczCCKBsu7wrHkNQ64Vz_XcOEZIzAhzgM/img.jpg?width=980" id="2bb93" class="rm-shortcode" data-rm-shortcode-id="31345afbdf2bd408fd3e9f31520c445a" data-rm-shortcode-name="rebelmouse-image" data-width="1546" data-height="1056" />
Northwell emergency departments use the dashboard to monitor in real time.
Credit: Northwell Health<p>One unique benefit of forecasting COVID-19 hospitalizations is that it allows health systems to better prepare, manage and allocate resources. For example, if the tool forecasted a surge in COVID-19 hospitalizations in two weeks, Northwell Health could begin:</p><ul><li>Making space for an influx of patients</li><li>Moving personal protective equipment to where it's most needed</li><li>Strategically allocating staff during the predicted surge</li><li>Increasing the number of tests offered to asymptomatic patients</li></ul><p>The health-care field is increasingly using machine learning. It's already helping doctors develop <a href="https://care.diabetesjournals.org/content/early/2020/06/09/dc19-1870" target="_blank">personalized care plans for diabetes patients</a>, improving cancer screening techniques, and enabling mental health professionals to better predict which patients are at <a href="https://healthitanalytics.com/news/ehr-data-fuels-accurate-predictive-analytics-for-suicide-risk" target="_blank" rel="noopener noreferrer">elevated risk of suicide</a>, to name a few applications.</p><p>Health systems around the world have already begun exploring how <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7315944/" target="_blank" rel="noopener noreferrer">machine learning can help battle the pandemic</a>, including better COVID-19 screening, diagnosis, contact tracing, and drug and vaccine development.</p><p>Cruzen said these kinds of tools represent a shift in how health systems can tackle a wide variety of problems.</p><p>"Health care has always used the past to predict the future, but not in this mathematical way," Cruzen said. "I think [Northwell Health's new predictive tool] really is a great first example of how we should be attacking a lot of things as we go forward."</p>
Making machine-learning tools openly accessible<p>Northwell Health has made its predictive tool <a href="https://github.com/northwell-health/covid-web-data-predictor" target="_blank">available for free</a> to any health system that wishes to utilize it.</p><p>"COVID is everybody's problem, and I think developing tools that can be used to help others is sort of why people go into health care," Dr. Cruzen said. "It was really consistent with our mission."</p><p>Open collaboration is something the world's governments and health systems should be striving for during the pandemic, said Michael Dowling, Northwell Health's president and CEO.</p><p>"Whenever you develop anything and somebody else gets it, they improve it and they continue to make it better," Dowling said. "As a country, we lack data. I believe very, very strongly that we should have been and should be now working with other countries, including China, including the European Union, including England and others to figure out how to develop a health surveillance system so you can anticipate way in advance when these things are going to occur."</p><p>In all, Northwell Health has treated more than 112,000 COVID patients. During the pandemic, Dowling said he's seen an outpouring of goodwill, collaboration, and sacrifice from the community and the tens of thousands of staff who work across Northwell.</p><p>"COVID has changed our perspective on everything—and not just those of us in health care, because it has disrupted everybody's life," Dowling said. "It has demonstrated the value of community, how we help one another."</p>
Has lockdown made your pet extra clingy?
Photo by bradley pisney on Unsplash<h2>Treating separation anxiety with behavior change</h2><p>Here, we're talking about your behavior. The goal is to make your absence <a href="https://www.dovepress.com/canine-separation-anxiety-strategies-for-treatment-and-management-peer-reviewed-fulltext-article-VMRR" target="_blank" rel="noopener noreferrer">seem like no big deal</a>. Making a fuss over your pet when you leave or arrive home only makes matters worse. If you treat it like it's routine, your pet will learn to do the same.</p><p>Try to <a href="https://www.bsavalibrary.com/content/chapter/10.22233/9781905319879.chap14" target="_blank" rel="noopener noreferrer">figure out when your pet starts to show signs of anxiety</a> and turn that into a low-key activity. If it's when you pick up your handbag, for example, practice picking it up and putting it back down several times over a few hours. Similarly, get dressed or put on your shoes earlier than usual but stay home instead of leaving right away. Try starting your car's engine and then turning it off and walking back inside.</p><p>Next, practice short absences. When you're at home, make it a point to spend some time in another room. In addition, leave the house long enough to run an errand or two, then gradually increase the time that you're away so that being gone for a full day becomes part of the family routine.</p>
Scientists find that an RNA-DNA mix may have created the first life on our planet.
- New study shows that RNA and DNA likely originated together.
- The mixture of the acids are believed to haveproduced Earth's first life forms.
- The molecules were created with the help of a compound available in planet's early days.