1. Welcome! Please take a few seconds to create your free account to post threads, make some friends, remove a few ads while surfing and much more. ClutchFans has been bringing fans together to talk Houston Sports since 1996. Join us!

Covid Data Analysis Discussion Thread (please try to be nonpartisan)

Discussion in 'BBS Hangout: Debate & Discussion' started by AroundTheWorld, Feb 19, 2022.

  1. AroundTheWorld

    Joined:
    Feb 3, 2000
    Messages:
    83,288
    Likes Received:
    62,280
    Some recent threads have made me try to look a bit more closely at the available data myself. I am interested in discussing some of this data. I realize that many of the questions have already become very hotly debated in US politics, to a degree where some people might not want to look at data that doesn't support their own bias.

    But that's exactly the reason why I wanted to really understand better. I am not starting this thread to further any particular political agenda. I would be grateful if you want to add any analysis or interpretation of data of your own, and if you could do it - on this thread - without vitriol and trying to score points for one camp vs. another.

    Anyway - so I looked at publicly available sources of data to try and understand a few things:
    • How much bigger does the risk of death seem to be based on age (regardless of vaccination status, just looking at raw cases vs. deaths data per age group)?
    • How high is the probability of severe adverse effects of vaccines, based on CDC data?
    • How does that compare overall/for a specific age group to the risk of death from Covid?
    [​IMG]
    https://www.statista.com/statistics/1254271/us-total-number-of-covid-cases-by-age-group/
    https://www.statista.com/statistics/1191568/reported-deaths-from-covid-by-age-us/

    I knew/it was obvious that the risk of death from/with Covid goes up a lot for older people, but I wasn't fully aware of the magnitude of the difference in risk. Once people are 75+, their risk of dying once infected is more than 1,500 times higher than that of a child/adolescent up to age 17. Once people are 85+, it's even more than 3,000 times higher.

    Now, if the reports are correct that Omicron is 91 % less deadly than the Delta variant and that applies equally across all age groups, then the already tiny risk of death with Covid (I believe the statistics so far do not differentiate whether Covid was the cause of death or someone died with Covid but from something else) as a person aged 0-17 or 18-29 would become even smaller.

    [​IMG]

    That made me wonder, as my wife and I have been discussing whether to get our 5 year old daughter vaccinated - how would that risk compare to the risk of a severe adverse effect of the vaccine for her? Based on the data above, her risk of death from Covid was already incredibly low to begin with, and based on the available science, natural immunity from having had an infection is at least as good in terms of preventing severe disease in a later occurrence as having been vaccinated. So why put her through something (she hates needles) if the risk is so low?

    Well, at least the risk for her shouldn't be greater than the risk of dying from the vaccine, right?

    [​IMG]
    https://www.cdc.gov/coronavirus/2019-ncov/vaccines/safety/adverse-events.html

    (Note that I took the risk of death per person, not per shot, which is how I get to a risk of death of 0.00485% as opposed to 0.0022% as stated on the CDC website - if it takes 2 or 3 shots to be fully vaccinated, I wouldn't care if the first or second shot kills me...)

    The main reported adverse events from the vaccines are death (for various reasons), anaphylaxis and myocarditis, specifically in young males. There are a few more, like Guillain-Barré syndrome, but I'll leave those out. Main focus is of course risk of death:

    [​IMG]

    Now, how do these risks compare to the risk of dying from Omicron?

    [​IMG]

    Everyone is of course free to draw their own conclusions from this data. Note that Myocarditis isn't deadly for most people, and I am only comparing to risk of death from Covid, so I am, among other things, not taking into account whether the risk of Myocarditis from Covid is actually at least as high for young males as from the vaccination, Long Covid, etc.

    But personally, I see no rush to get our daughter vaccinated, especially since she now already had Covid, and there is very good reason to believe that natural immunity from infection is not any worse than being fully vaccinated.

    If she had not had it yet and I would be thinking about it, it would be difficult to assess whether her risk of death from getting the vaccine would be higher than the risk of death from getting Omicron, because I couldn't find a good source that breaks down the risk of death from the vaccine by age group.

    I would probably also think twice about getting the mRNA vaccine if I were a young male. The absolute risk of Myocarditis is still fairly low, but since the risk of death from Omicron itself is significantly lower than the risk of getting a Myocarditis from the mRNA shot for this age group, it is at least understandable that some countries (e.g. France with the Moderna shot) do not recommend it for young males.

    But to be very clear, I believe this data supports the assumption that the potential benefits of getting the mRNA vaccines clearly outweigh any potential risk once you are 40 and older for sure, and then more and more so the higher the age. I would always strongly recommend getting these vaccines to people my age (50) and older, for sure.

    Anyway - just nerding out a bit. Just to be clear, I am not a statistics expert or mathematician, nor an epidemiologist (obviously). So I would be grateful for any corrections.

    Especially of course from our resident math geniuses and scientists such as @B-Bob and @durvasa.
     
    FranchiseBlade likes this.
  2. AroundTheWorld

    Joined:
    Feb 3, 2000
    Messages:
    83,288
    Likes Received:
    62,280
    This data from Denmark seems to support the assumption that boosters mainly make a difference on death rates for people aged 65 and above (probably mainly because death rates are so low to begin with for everyone else), with Omicron:



    Now, what's odd with this data (and where I would be interested in an explanation) is that old people (65+), folks with two shots (not boostered) who were previously considered "fully vaccinated" are dying at a higher rate now than completely unvaccinated people. Why?

    And what does that mean in terms of having to renew the booster every few months for it to still have an effect on preventing death?
     
    #2 AroundTheWorld, Feb 19, 2022
    Last edited: Feb 19, 2022
  3. AroundTheWorld

    Joined:
    Feb 3, 2000
    Messages:
    83,288
    Likes Received:
    62,280
    I would also be interested in any scientifically sound studies on the real world efficacy of masks. I haven't been able to find much.
     
  4. durvasa

    durvasa Member

    Joined:
    Feb 11, 2006
    Messages:
    38,892
    Likes Received:
    16,449
    The deaths due to vaccines are not actually verified, is that right? I think that number is probably less reliable than the number of deaths attributed to COVID, if I’m understanding the table you posted correctly.

    Given your daughter’s age and that she recently got COVID, perhaps a vaccine in the short term has little benefit. I believe there have been studies showing that vaccine + prior infection is much more beneficial than just prior infection, but not sure how solid that result is with Omicron and for her age group.

    Personally, I’m hoping we transition to a once a year vaccine that one can take along with the recommended flu vaccine in the Fall. Would you reconsider vaccination at that time, or do you believe the natural immunity should continue to last?
     
    rocketsjudoka and FranchiseBlade like this.
  5. AroundTheWorld

    Joined:
    Feb 3, 2000
    Messages:
    83,288
    Likes Received:
    62,280
    I really don't know. I would just want to look at the available data and decide then. I would prefer very much if governments were to really leave this choice to the individuals, without making life more difficult depending on what choice one would make. In other words, I am pro vaccination in general and as described above, but I am against vaccination mandates or passports.
     
    #5 AroundTheWorld, Feb 19, 2022
    Last edited: Feb 19, 2022
  6. Os Trigonum

    Os Trigonum Member
    Supporting Member

    Joined:
    May 2, 2014
    Messages:
    81,372
    Likes Received:
    121,702
    AroundTheWorld likes this.
  7. rocketsjudoka

    rocketsjudoka Member

    Joined:
    Jul 24, 2007
    Messages:
    58,166
    Likes Received:
    48,318
    I think this is largely where we are going.

    As I've been saying for the last week. The data shows that number of infections are plummeting. We're starting to see hospital numbers coming down and while death numbers are still not good those are the most lagging indicators.
     
    FranchiseBlade likes this.
  8. Rashmon

    Rashmon Member

    Joined:
    Jun 2, 2000
    Messages:
    21,158
    Likes Received:
    18,144
    Do masks really harm kids? Here's what the science says.
    School mask mandates have become something of a political lightning rod in the United States during the COVID-19 pandemic—and, in recent weeks, the dominos have started to fall as one state after another has announced plans to lift their mandates.

    Some parents and teachers have cited concerns that masks harm kids by impairing their ability to breathe, slowing their social and emotional development, and causing them anxiety. But experts say that the science doesn’t back up those worries.

    It’s understandable why there might be confusion, says Thomas Murray, a pediatrician at the Yale University School of Medicine. There’s no question that masking reduces the spread of disease, but the evidence is less cut and dry about how masking affects kids emotionally and developmentally over the age of two. To answer that definitively would require that researchers asking people to shed their masks for a randomized trial, the gold standard in science, which would be unethical. So, most masking research is based on retrospective real-life observations that can be more easily cherry-picked to argue one side or the other of the debate over mask mandates.

    “But we do have this human experiment that’s been going on with kids wearing masks at school, and we know that we haven’t seen those fears of health risks realized,” says Theresa Guilbert, a pediatric pulmonologist who is a member of the American Academy of Pediatrics Section on Pulmonary and Sleep Medicine.

    She and other experts say most evidence suggests that masking doesn’t harm children—and that it benefits them in more ways than one. Not only do masks protect kids from COVID-19 and other respiratory diseases, but studies show that schools with mask policies in place are more likely to stay open, which decades of research show is particularly critical for kids’ mental health and development.

    Here’s what the science says about kids and masks.

    How masks affect breathing
    One of the earliest concerns that parents had about kids wearing masks all day was how it might affect their breathing—whether masks would allow them to get enough oxygen or trap in too much carbon dioxide. Guilbert says this was raised as a concern for kids since they breathe more rapidly than adults.

    But there’s no evidence that masking significantly impairs breathing. In fact, one study showing unacceptable levels of carbon dioxide in kids ages six to 17 who wore masks was widely discredited last summer—and ultimately retracted by the journal JAMA Pediatrics—because of concerns over the accuracy of its measurements and validity of its conclusions.

    Instead, Guilbert points to a meta-analysis of 10 studies, showing that the fluctuation of carbon dioxide and oxygen levels among adults and children wearing masks was “well within normal range.” While children with severe asthma might need to take mask breaks in the hallway outside of the classroom, these studies show that most kids can tolerate them.

    She points out that this makes sense based on what we know about the size of carbon dioxide and oxygen molecules—which are far smaller than the holes in the weave of cloth and surgical masks and should have no trouble flowing in and around the masks. Moreover, she says, two years into the pandemic, hospitals just aren’t seeing an influx of children with dangerously low oxygen or high carbon dioxide levels due to masking.

    “There’s a lot of hypotheses thrown around, but we have this real-life experiment going on,” she says.

    How masks affect language development
    Another concern has been whether masks might impede children’s language development. Samantha Mitsven, a psychology doctoral candidate at the University of Miami, says she and other researchers worried that the inability to see a speaker’s mouth move—and the muffling effects of wearing a mask—could keep children from understanding and learning new words.

    Studies have shown that masks muffle sound—and how significantly varies depending on the type of mask. One study showed that children can more easily recognize words spoken through opaque masks rather than transparent masks, likely due to the confusion caused by light bouncing off a transparent mask. Another study suggests that surgical masks offer the best acoustical performance, followed by KN95 and N95 masks, then cloth masks—with transparent masks again coming in last.

    But experts say there’s no clear evidence that this significantly impairs a child’s ability to communicate—perhaps because people can compensate by talking more slowly and loudly and by using hand gestures to convey meaning.

    Mitsven led a recent study analyzing audio recordings of preschoolers—one classroom that was observed over multiple visits before the pandemic and another classroom that was observed when the children and teachers were required to mask. The study found no difference in how much the children spoke or the diversity of the language they used. This was true even for children with hearing aids and cochlear implants, a population that made up half of each class.

    “The vocalizations are on par with children their age,” Mitsven says.

    How masks affect social development
    Similarly, studies do show that children have a harder time reading the emotions of people who are wearing masks—but that doesn’t necessarily prevent them from learning how to interact with others.

    From the earliest months of life, children watch the faces of the people around them. This helps them first distinguish between positive and negative emotions and ultimately learn how to adjust their behavior accordingly.

    Covering up the bottom half of one’s face with a mask does affect that ability: A study published in Frontiers in Psychology showed that children between the ages of three and five were less adept at recognizing the emotions on photographs of people wearing masks compared to photographs of unmasked people.

    But Walter Gilliam, a child psychiatry and psychology professor at the Yale Child Study Center, says this study and others like it are limited by their reliance on still photographs. “I’m more than just my eyeballs,” he says. Children also pick up on cues like how people walk through spaces, the tone of their voices, and the hand gestures they make. “All of that is stripped away from those studies.” He points to another study showing that children have no more difficulty reading the emotions of a person wearing a face mask than they do a person wearing sunglasses.

    These studies are also only a snapshot in time—they can’t tell us how quickly children would be able to adapt to these challenges if given the chance. “Everything I know about child development would tell me that they’d adjust quickly,” Gilliam says. “I wish that we had more faith in the capacity of children.”

    Guilbert agrees that there’s no sign that masking keeps children and adolescents from developing socially—and, she argues, it might be key to ensuring they can go to school. Over the course of two years, evidence has grown that masking policies help schools stay open by reducing the number of outbreaks.
     
    FranchiseBlade likes this.
  9. Rashmon

    Rashmon Member

    Joined:
    Jun 2, 2000
    Messages:
    21,158
    Likes Received:
    18,144
    How masks affect mental health
    Similarly, while some argue that school masking mandates are harmful to a child’s mental health, experts say the evidence suggests the opposite. Guilbert says the most significant signal of the pandemic’s toll on mental health came early in the pandemic. Back then children who were doing remote learning experienced increased levels of anxiety and depression because they weren’t at school with their peers.

    Gilliam and Murray, the Yale researchers, were also concerned about how school shutdowns were affecting the mental health of kids and their stressed-out parents alike. With that in mind, they decided early in the pandemic to investigate the most effective strategies for keeping schools and early childcare programs open.

    In May 2020, the researchers surveyed 6,654 childcare professionals in all 50 U.S. states to find out which COVID-19 mitigation tactics they were using, including social distancing, symptom screening, and masking. Then, a year later, they followed up to see if those programs had been forced to close. Their resulting analysis shows that childcare facilities with mask requirements for kids older than two were 13 percent more likely to have remained open than those where kids were not masked.

    As with many of the other studies on masking in schools, Gilliam and Murray concede that their study is limited: It’s based on real-world observations and could not control for other factors—like, say, whether the adults and children who masked also avoided travel throughout the same period. But it still provides more compelling evidence that masking policies have more potential to help rather than hurt a child’s mental health.

    “We can’t wear masks forever, but you can’t have kids missing 10 days of school every so often because of quarantine,” Murray says.

    Gilliam says blaming masks for the depression and anxiety in kids stems from a natural desire to protect them. But he suspects it’s not the masking that causes stress in classrooms. “It’s the trauma of COVID that the masks were intended to prevent,” he says. “When you have an ache and a pain, it’s the cut on your arm not the Band-Aid that went over it that’s causing the problem. The purpose of the mask is to reduce all the other traumas—traumas that we know for an absolute fact harm children.”

    How will we know when to drop mask mandates?
    So how can science help guide schools in making these decisions? Well, for one, experts caution that it’s important for policymakers to keep in mind that there are always outliers in a study. So even though the evidence suggests that masking doesn’t harm most children, mask mandates may need to carve out exemptions for children who are deaf and need to read lips or for children with autism who struggle to interpret facial expressions.

    Murray says that risk mitigation is also best done in layers—and that schools have an array of tactics they can use against COVID-19. To prevent the virus from getting into schools in the first place, they can implement robust testing and symptom-checking strategies. But if the disease is there and spreading among students, masking and ventilation become more important mitigation strategies. So, if schools are going to remove masking policies, he says, they need to think about stepping up ventilation or testing.

    Community transmission matters, too. Rochelle Walensky, director of the U.S. Centers for Disease Control and Prevention, has urged lawmakers not to drop school mask mandates while infections remain high across the country. Although case numbers are falling, they remain higher than they were before the Omicron surge.

    While lifting mask mandates might make sense during times when local cases are low, Murray says that schools need to be willing to go back to masking if a harmful new variant emerges or if they start to see a new surge in cases. There’s no magic number to determine when to lift mandates, he says—it can differ based on a variety of factors that can mitigate transmission, such as whether schools have enough space for students to spread out or whether it’s warm enough to open classroom windows. But Murray argues that it’s important to be willing to consider the evidence and be willing to change your mind when more evidence comes available.

    “The point is,” he says, “I agree that at some point we have to try it, but boy you’ve got to have a really thoughtful plan because having kids out of early childcare and parents scrambling to find alternative safe care is not good for anybody.”
     
  10. AroundTheWorld

    Joined:
    Feb 3, 2000
    Messages:
    83,288
    Likes Received:
    62,280
    There is no science, no data in this article. It was written by a food and travel writer with an agenda.
     
  11. tinman

    tinman 999999999
    Supporting Member

    Joined:
    May 9, 1999
    Messages:
    104,131
    Likes Received:
    46,994
    Oh no !
    The D&D was right !
    @AroundTheWorld
    Trudeaux was right, Canadians can’t cross da border like Mexicans
    Send back Drake !
    @Jontro
    https://amp.tmz.com/2022/02/20/justin-bieber-tests-positive-covid-19-cancels-tour-las-vegas/
    JUSTIN BIEBER POSITIVE FOR COVID-19
     
  12. rockbox

    rockbox Around before clutchcity.com

    Joined:
    Jul 28, 2000
    Messages:
    22,675
    Likes Received:
    12,337
    The reason we got our teenage kids vaccinated was not out of worry for their health but out of social responsibility of not spreading it to more at risk people in the community.
     
  13. AroundTheWorld

    Joined:
    Feb 3, 2000
    Messages:
    83,288
    Likes Received:
    62,280

    I keep reading this, but it really is a misunderstanding. You do understand that the vaccination does not provide sterile immunity?
     
  14. rockbox

    rockbox Around before clutchcity.com

    Joined:
    Jul 28, 2000
    Messages:
    22,675
    Likes Received:
    12,337
    Death data also doesn't tell the whole story since hospitalization is not something I want for my kids. I don't know about you, but the children's hospital in Austin was pretty full and overworked. Covid positive kids, taking up beds and passing it on to healthcare workers. The hospitals were full with half the staff.
     
  15. rockbox

    rockbox Around before clutchcity.com

    Joined:
    Jul 28, 2000
    Messages:
    22,675
    Likes Received:
    12,337
    I understand that, but it does help with viral load.
     
  16. Invisible Fan

    Invisible Fan Member

    Joined:
    Dec 5, 2001
    Messages:
    45,954
    Likes Received:
    28,046
    That's been my hunch for the past few months...that boosters are taken for the at-risk, like the elderly, and pushed by officials to pressure responsible people take it and reduce infecting others (unvaccinated, at-risk, immuno compromised).

    If you notice news articles on booster guidance, the doctor/health official usually says it drastically reduces infection but rarely mentions hospitalization/death. Bit sneaky to not distinguish between the two, since most people mainly care about not visiting the hospital and losing a lung over it.

    Boosters that are designed to combat Delta- variants only serve to ring an alarm bell inside the immune system and it's been shown to last at least 3 months and at most 6. That's why it's not a real immunity against an evolved strain like Omicron and probably doesn't confer lasting immunity upon infection during that boosted window. One study claims the severity of the infection is correlated with how long you're immune it it post-recovery.

    Makes things a lot trickier when discussing these studies, as the contexts differ between variants and over time.
     
  17. basso

    basso Member
    Supporting Member

    Joined:
    May 20, 2002
    Messages:
    33,241
    Likes Received:
    9,219

Share This Page