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https://s3.us-west-1.wasabisys.com/virusreports/2020/05/cropped-virus-favicon-32x32.png flattening Archives - Virus Reports https://virusreports.net/tag/flattening/ 32 32 ‘Flattening The Curve’ Has Become A Massive Bait And Switch https://virusreports.net/flattening-the-curve-has-become-a-massive-bait-and-switch/ https://virusreports.net/flattening-the-curve-has-become-a-massive-bait-and-switch/#respond Mon, 29 Jun 2020 15:21:14 +0000 https://virusreports.net/flattening-the-curve-has-become-a-massive-bait-and-switch/ At one point, the theory of “flattening the curve” was ubiquitous. The basic concept was that lockdowns could slow the spread of coronavirus, and this was of great importance since, as we were told at the time, “We can’t stop this virus.” The narrative went that if the virus were to spread unchecked, hospitals would…

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At one point, the theory of “flattening the curve” was ubiquitous. The basic concept was that lockdowns could slow the spread of coronavirus, and this was of great importance since, as we were told at the time, “We can’t stop this virus.” The narrative went that if the virus were to spread unchecked, hospitals would be overwhelmed and both people with coronavirus and those needing medical attention for other ailments would die from the lack of access to care.

It all made sense. To a certain extent, it still does. Most graphics depicting flattening the curve, such as in The New York Times, showed two curves. Typically, the first was associated with no lockdowns that peaked well above the capacity of the health-care system, while the second, “flattened” curve was associated with lockdowns with its peak hovering near capacity. The areas under each curve, representing the total number of Covid-19 infections, were roughly equal.

Flattening the curve made two assumptions. First, it assumed that a certain amount of deaths and infections were inevitable and the best we could do was delay the process. No one promoting flattening the curve talked of stopping the disease; there were no graphs showing that if we locked down, infections would go straight to zero.

Second, flattening the curve was always shown with the same level of flattening: just enough to not overwhelm the health-care system. This was a tacit admission that flattening the curve would be painful and that it would not be beneficial to flatten the curve beyond the level needed to prevent overwhelming the healthcare system.

Flattening the curve was the bait. Next came the switch.

It didn’t take long for the “flattening the curve” storyline to be abandoned. For example, California had more than 26,000 hospital beds available for coronavirus patients, but they locked down when they had about 200 coronavirus hospitalizations on March 20. That was less than 1 percent of their coronavirus hospital capacity. It quickly became clear that the California hospital system was not under threat, yet the lockdowns remained and “flatten the curve” was abandoned in favor of “suppress at all costs.”

To this day, there are states that locked down during the initial flurry of panic and remain locked down despite the lack of any true threat to hospital capacity. At its peak, Colorado had 888 coronavirus patients in hospitals. As of June 24, that number is 134 and has dropped near-continuously since April 23, yet the governor is removing restrictions slowly and schools are contemplating remote learning for the fall.

The narrative of flattening the curve was almost silently replaced with “lockdowns save lives.” Many early shutdowns resulted in over-suppression, which meant any subsequent opening would be accompanied by an increase in cases and hospitalizations.

Yet, since the flatten-the-curve notion that infections were inevitable has been abandoned, any uptick in cases is now spun by most of the media as apocalyptic. This can be seen in Florida, where cases are surging and ABC, CNN, and CBS all frequently report record numbers of cases. This ignores the fact that Florida has more hospital beds available now for potential patients than before the pandemic started.

This curious phenomenon isn’t confined to the United States but has played out all over the world. New Zealand started talking of flattening the curve, but quickly enacted aggressive lockdowns and managed to stop the virus. Now, however, they are in a situation where they can open up internally, but because of their lack of immunity, the entire country must remain isolated from the rest of the world.

The greatest tragedy associated with abandoning flattening the curve to suppress at all costs is the massive number of non-coronavirus deaths that are a direct result of the lockdowns. The New York Times found that almost one-third of the excess deaths in New York and New Jersey were not from coronavirus. It’s almost impossible to make a reasonable estimate at this point, but my calculations put this number around 30,000.

Flattening the curve was sound logic when it was originally presented, and remains so today. That’s why so many people across the political spectrum originally bought into the idea. The change from flatten-the-curve to stop-the-virus-at-all-costs, however, has been a disaster. More than 40 million people have lost their jobs. The related angst and associated lack of social opportunities created a dry forest that exploded in flames when George Floyd was killed. Moreover, deaths of despair and child abuse are both likely rising as a result.

We must reject the largest, most destructive bait and switch ever enacted and return to the principles of flattening the curve. We must accept that nature can be brutal and more infections will happen. Yet we must push through. We must strive to reopen our society as much as possible and only implement mitigation efforts to the extent needed to avoid a clearly imminent threat of overwhelming hospitals.

Karl Dierenbach is an engineer-turned-attorney living outside Denver, Colorado. He is active in local politics and has authored articles on state politics in Colorado and on national political issues.

Copyright © 2020 The Federalist, a wholly independent division of FDRLST Media, All Rights Reserved.

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Alaska is flattening the curve, health experts say, but it’s complicated https://virusreports.net/alaska-is-flattening-the-curve-health-experts-say-but-its-complicated/ https://virusreports.net/alaska-is-flattening-the-curve-health-experts-say-but-its-complicated/#respond Sun, 26 Apr 2020 21:27:19 +0000 https://virusreports.net/alaska-is-flattening-the-curve-health-experts-say-but-its-complicated/ We're making coronavirus coverage available without a subscription as a public service. But we depend on reader support to do this work. Please consider joining others in supporting local journalism in Alaska for just $3.23 a week. In the weeks since restaurants closed, layoffs rippled around the state and normal life in Alaska came to…

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We’re making coronavirus coverage available without a subscription as a public service. But we depend on reader support to do this work. Please consider joining others in supporting local journalism in Alaska for just $3.23 a week.

In the weeks since restaurants closed, layoffs rippled around the state and normal life in Alaska came to a grim halt, a global pandemic has raged on.

The number of positive COVID-19 cases in Alaska has been declining, but that doesn’t tell the entire story of the spread of the new coronavirus in the state.

Much remains unknown about COVID-19.

A sudden increase in cases — a sharp, upward leap on the graph of cases — would likely drive up the number of people who need beds in intensive care units or one of the state’s limited number of ventilators.

So far, that hasn’t happened. And it’s allowed officials time to build health care capacity statewide.

Alaska’s positive cases are lower than most other states, both in cases per 100,000 people and the actual number of those who have tested positive.

A combination of swift identification of cases and ensuing investigations — tracking the contacts of people who have tested positive for the virus and asking them to quarantine — alongside mandates enacted by officials to slow the spread, have helped keep that curve flattened, said state epidemiologist Joe McLaughlin.

And Alaskans have taken the illness seriously, he said.

But there are caveats that come with the decline in daily case counts, McLaughlin said.

Some people can walk around with COVID-19 but not know it. They might not experience symptoms but could spread it to others. That means there are likely people out there with COVID-19 who haven’t been surveilled by the state’s tracing team, McLaughlin said, and they aren’t showing up in case counts.

There’s also a reporting lag when it comes to positive results making their way to public health officials’ attention. Someone may take days to start showing symptoms, get tested and then wait more days to get results, McLaughlin said.

And as the number of tests performed throughout the state continues to climb, officials will likely detect more cases, which would in turn drive up daily case counts, McLaughlin said.

Looking at hospitalizations and deaths in addition to daily case counts can help understand how the virus is spreading in Alaska, said Tom Hennessy, an infectious disease epidemiologist and affiliate faculty member at the University of Alaska Anchorage.

But deaths often occur weeks after someone was initially exposed, as do hospitalizations, so those give later indications of how the disease has spread. They’re all indicators that look backward, and rely on widespread testing, he said.

“If you add those pieces together — if you say, our hospitalization rates are going down and our case numbers are going down — those are indications that we’re making progress,” Hennessy said.

A statue of William Seward near the Alaska Capitol is shown outfitted with a mask on Friday, April 24, 2020, in Juneau. (AP Photo/Becky Bohrer)

In addition to Alaska’s downward trend of daily cases and the fact that deaths aren’t increasing, there are estimates showing that the state’s reproductive number is declining. The reproductive number — or R0, pronounced “R naught” — is the average number of people infected by a single person, Hennessy said. It’s tough to calculate but important in understanding how many people are getting sick.

“I think we have evidence to indicate that with a pretty high degree of certainty that we’re flattening the curve,” Hennessy said. “Everything’s pointing in that direction.”

But if someone wants 100% certainty that the curve is flattening, Hennessy said, “they should wait longer.”

Flattening Alaska’s curve has bought the state time, Hennessy said, to build up stores of personal protective gear and to observe how other places are dealing with the outbreak.

The state has avoided exponential growth of the illness, in which cases would double daily from two to four to eight to 16 cases and lead to an overwhelmed health care system, Hennessy said.

“You can’t know exactly what would have happened, but I think the early action kept us from jumping on that really steep upward curve that this virus takes when it runs its natural course,” Hennessy said.

Still, hundreds of Alaskans have gotten sick from the virus through community spread and travel, including nine who have died from it. Like many other places worldwide, COVID-19′s deadly toll hasn’t skipped Alaska.

Big picture

In the initial stages of the pandemic, projections about where the disease might go showed a potentially frightful outcome, depending on steps that were taken to slow the spread of the virus.

In late March, researchers at the University of Alaska Anchorage, including Hennessy, presented a report of COVID-19 models to Gov. Mike Dunleavy and Anchorage Mayor Ethan Berkowitz. The models showed how the virus might reverberate around Alaska for several months.

Models aren’t crystal balls. They’re based on educated assumptions researchers make, Hennessy said, and since COVID-19 is still so new to the scientific community, there are a lot of limitations to what the models can say.

Hennessy said he thinks about a quote from the mathematician George Box, who championed American modeling: “All models are wrong but some are useful.”

The model Hennessy and others compiled projected several scenarios for Alaska’s curve. One looked at what might happen if life continued as normal.

“That looked really awful,” he said.

Actions were already being taken to avoid that situation when the report was published, he said, but it offered insight into what might have happened.

The report looked at a “China-style lockdown,” which the researchers knew was unlikely in Alaska. The report also showed what could happen with just social distancing, and “that showed a pretty bad outcome also,” Hennessy said.

Another scenario graphed in the report showed what could happen with shelter-in-place orders.

“That showed that there was a scenario out there that we could reduce transmission enough to stay under our health care capacity and buy time,” Hennessy said.

Initially, the state used long-term models, like the one from UAA, to look at worst-case scenarios, said Jared Parrish, senior maternal and child health epidemiologist at the Alaska Department of Health and Social Services. The longer-term projections helped them understand how to plan for those worst-case scenarios.

Now the state is using models that project out a week or two in advance and using recent data to see what could come next and how Alaska is doing in terms of the virus’s spread.

As things begin to open up again, Parrish said, the short-term models “can be reactive to detect spikes quickly or changes quickly.”

Short-term models help inform decisions about where the state could be headed — that the state can continue on a trend for a certain amount of time, but if the growth rate speeds up, then things might need to change, Parrish said.

Looking ahead, the state will continue determining not just how many cases there are, but also how those cases were acquired in addition to the speed at which the state’s curve goes up, the state’s chief medical officer, Dr. Anne Zink, said Tuesday.

“It’s much less about the number of cases,” Zink said. “It’s much more about how quickly those cases are growing.”

The quicker the curve goes up, the more it can begin to climb exponentially, Zink said. It’s also important to make sure there’s enough testing to find those new cases, she said.

“Once you start to get in that exponential growth curve,” Zink said, “you can go from having a few cases to being completely overwhelmed with cases in a short period of time.”

[Because of a high volume of comments requiring moderation, we are temporarily disabling comments on many of our articles so editors can focus on the coronavirus crisis and other coverage. We invite you to write a letter to the editor or reach out directly if you’d like to communicate with us about a particular article. Thanks.]

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We’re Flattening the Curve. So When Will This All Be Over? https://virusreports.net/were-flattening-the-curve-so-when-will-this-all-be-over/ https://virusreports.net/were-flattening-the-curve-so-when-will-this-all-be-over/#respond Fri, 24 Apr 2020 16:21:52 +0000 https://virusreports.net/were-flattening-the-curve-so-when-will-this-all-be-over/ Carnegie Mellon University has been working with Facebook and Google to survey the U.S. population for symptoms of COVID-19 (coronavirus). Researchers are aggregating that data, plus more information coming from public health institutions, to come up with real-time indicators showing the spread of COVID-19 by state, county, and metropolitan area. This data will inform public…

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  • Carnegie Mellon University has actually been working with Facebook and Google to survey the U.S. population for signs of COVID-19(coronavirus).
  • Researchers are aggregating that information, plus more info coming from public health institutions, to come up with real-time indications showing the spread of COVID-19 by state, county, and metropolitan area.
  • This data will inform public officials so they can make informed choices about when it’s safe to reopen local economies.

    While a majority of the U.S. is staying home and practicing social distancing, some uneasy Americans are participating in public COVID-19(coronavirus) protests and requiring the nation to resume. While the science does not support such demonstrations, the protesters do raise the pivotal concern: When can we resume our lives, return to work, go see a motion picture, or perhaps finally attend our enjoyed ones’ funeral services?

    Carnegie Mellon University has established a set of real-time designs that might hold the responses. Armed with public health information from research study healthcare facilities and the U.S. Centers for Illness Control and Prevention (CDC), plus a trove of new self-reported sign information from Facebook and Google surveys, CMU researchers have assembled a comprehensive, aggregate picture of what the wave of COVID-19 cases looks like in the U.S. in genuine time.

    Lead researchers Ryan Tibshirani and Roni Rosenfeld, part of CMU’s Delphi Research Group, have actually used device learning to forecast influenza in the U.S. since2013

    While the CDC has at least 20 years’ worth of information on influenza, “with pandemics, the photo changes– there’s extremely little data,” Tibshirani informs Popular Mechanics.

    Understanding the present status of COVID-19 by area will help the CMU group eventually forecast the virus’s spread.

    The Art of Tracking Symptoms

    Possibly you’ve already observed a brand-new widget at the top of your Facebook news feed, asking you to complete an optional study that CMU assembled to track COVID-19 symptoms. It’s the result of a collaboration between the university and the social networks giant to gather that previously nonexistent data. Somewhere else on the internet, you can find the surveys in Google Viewpoint Benefits and AdMob.

    an iphone mockup shows an example of what facebook's new covid 19 symptom tracking survey looks like

    Facebook/CMU

    These surveys ask you a couple of fundamental health concerns, like if anyone you understand is presently experiencing a fever, cough, or other symptoms connected to COVID-19 The international reach has been a boon to CMU’s symptom tracking, as some 600,000 Google users take the study each day. Facebook has generated an average of about one million responses per week.

    Here’s a sign tracking map that Facebook has actually created with the aggregate information:

    Just as bluetooth contact tracing apps require scale to work, CMU’s models will only become more precise as more people take these surveys.

    If you’re worried about your personal privacy, the 2 tech companies are mostly simply serving as the distribution point for these surveys– they don’t manage the data.

    Keeping tabs on self-reported symptoms is a fantastic arrow to have in your analytical quiver, however that information alone doesn’t do enough heavy lifting.

    ” Our very first line of defense is to think of these indications as measuring something that is not a ground reality … however helpful nonetheless in forecasting,” he states. Facebook offers the second line of defense with a statistic called a “weight value” that will assist fix sample bias. After all, the group population on Facebook– and the subgroup filling out the studies– doesn’t completely represent a piece of the U.S.

    To complete their data sources for their ultimate forecasting model, the researchers use 3 other indicators in addition to the two self-reported studies from Facebook and Google:

    • Google search trends: Through the Google Health Trends API, researchers can get an understanding of where and when searches associating with COVID-19 symptoms are increasing.
    • Outpatient visits: A national health system has actually supplied CMU with stats on client check outs to see medical professionals, in addition to telemedicine sees. This will assist the researchers approximate the percentage of check outs for COVID-19- related symptoms by place on any offered day.
    • Influenza test data: Quidel Corp., a maker of medical tests, offers the CMU researchers with stats on influenza tests. In lieu of COVID-19 tests that are still largely not available, medical workers routinely administer influenza tests to people complaining of COVID-19 signs as a method to rule it out as a diagnosis. What remains are possible cases of COVID-19

      The 5 indications alone are just truly sufficient to hypothesize. However together, they can show patterns in the information, particularly if numerous indications are painting the very same image.

      The Ebb and Flow of Social Distancing

      Governors may have to institute stay-at-home orders in waves over the next 12 to 18 months or longer, because we have no concept how COVID-19 will advance across the seasons. The second coming of the 1918 Spanish Flu was notoriously virulent, and research studies show that RNA viruses “rapidly get hereditary versions through random mutations,” implying the infections adjust and return with a revenge.

      Still, if a location’s variety of new COVID-19 cases is declining, that just “shows social distancing and closing approaches are working,” Rosenfeld says. “It does not imply [people] should commemorate and be done. You’re doing the right thing– keep doing it up until you’re informed otherwise.”

      a chart showing that as icu cases rise, social distancing measures should be enacted
      Social distancing steps need to enter into result as ICU admissions rise, and unwind in the interim.

      Imperial College London

      Imperial College London has currently designed how public health measures might affect subsequent bouts of COVID-19 Neil Ferguson, director of the Abdul Latif Jameel Institute for Disease and Emergency Analytics (J-IDEA), states:

      We utilize the latest quotes of intensity to show that policy techniques which intend to mitigate the epidemic may cut in half deaths and decrease peak health care need by two-thirds, but that this will not suffice to prevent health systems being overwhelmed. More intensive, and socially disruptive interventions will for that reason be required to suppress transmission to low levels. It is likely such measures– most notably, large scale social distancing– will need to be in location for lots of months, perhaps till a vaccine becomes available.

      Ultimately, the CMU signs could help governors decide when to implement stringent stay-at-home orders, and when to alleviate back on them.

      ” Our company believe that choices about social distancing … will be driven to a terrific level by concerns about exceeding capability [in hospitals],” Rosenfeld says. “[The models] can assist them think of reopening the economy in measured terms.”

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      Information reveals flattening of hospitalization curve amid coronavirus break out in Maricopa County https://virusreports.net/information-reveals-flattening-of-hospitalization-curve-amid-coronavirus-break-out-in-maricopa-county/ https://virusreports.net/information-reveals-flattening-of-hospitalization-curve-amid-coronavirus-break-out-in-maricopa-county/#respond Thu, 16 Apr 2020 07:20:56 +0000 http://virusreports.net/information-reveals-flattening-of-hospitalization-curve-amid-coronavirus-break-out-in-maricopa-county/ PHOENIX - Officials in Maricopa County Department of Public Health say data is clearly showing a flattening of the hospitalization curve as the COVID-19 pandemic continues. In a statement released Wednesday, health officials attribute the flattening curve to protective measures individuals and communities are taking to slow the spread of COVID-19. “Flattening the curve allows…

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      PHOENIX Authorities in Maricopa County Department of Public Health state data is plainly revealing a flattening of the hospitalization curve as the COVID-19 pandemic continues.

      In a statement released Wednesday, health authorities associate the flattening curve to protective steps people and communities are taking to slow the spread of COVID-19

      ” Flattening the curve allows healthcare facilities to have the resources to take care of everyone who becomes ill,” stated Dr. Rebecca Sunenshine with Maricopa County Health, in the declaration.

      In a press conference held Wednesday afternoon, Dr. Sunenshine states there are 2,145 cases of COVID-19 in Maricopa County, with 60 deaths.

      Dr. Sunenshine also said one out of every five individuals who checked positive needed hospitalization, and of those who needed hospitalization, 6 percent needed care in the Intensive Care System (ICU) at some point. The figures do not include those who have actually had moderate symptoms, or no signs at all, who have not been evaluated for COVID-19

      In the declaration, Dr. Sunenshine states the challenge now is to keep the curve flat, and ultimately slope down.

      ” We can not relax our social distancing procedures yet,” stated Dr. Sunenshine.

      FOX 10 is working to keep you as much as date with regional and national developments on COVID-19 Every weekday on FOX News Now, our live coverage starts at 7 a.m. MST reporting the most recent news, prevention tips and treatment information.

      You can see live in your FOX 10 News app or on the FOX 10 Facebook page.

      Get the current coronavirus news by downloading the FOX 10 News App. Our promise is that our signals exist to notify you – not scare you.

      You can also get the current coronavirus news from around the nation at coronavirusnow.com.

      Extra resources

      LIVE: Interactive Coronavirus case data and map

      FULL PROTECTION: fox10 phoenix.com/coronavirus

      Coronavirus (COVID-19) – How it spreads out, symptoms, avoidance, treatment, Frequently Asked Question

      https://www.cdc.gov/coronavirus

      https://espanol.cdc.gov/enes/coronavirus/2019- ncov/index. html ( In Spanish/En Español)

      Arizona COVID-19 Action – Public resources, FAQ, webinars

      https://www.azdhs.gov/coronavirus

      https://www.azdhs.gov/preparedness/epidemiology-disease-control/infectious-disease-epidemiology/es/covid-19/ index.php #novel- coronavirus-home ( In Spanish/En Español)

      In order to secure yourself from a possible infection, the CDC suggests:

      • Prevent close contact with people who are ill.
      • Avoid touching your eyes, nose, and mouth.
      • Stay home when you are sick.
      • Cover your cough or sneeze with a tissue, then throw the tissue in the trash.
      • Tidy and disinfect frequently touched things and surfaces utilizing a routine household cleansing spray or clean.
      • Wash your hands typically with soap and water for a minimum of 20 seconds, particularly after going to the bathroom; before consuming; and after blowing your nose, coughing, or sneezing.

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      Learn More

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