upworthy
Add Upworthy to your Google News feed.
Google News Button
Wellness

The reassuring math explaining COVID hospitalization percentages for vaccinated people

The reassuring math explaining COVID hospitalization percentages for vaccinated people

As if dealing with an ever-changing understanding of the novel coronavirus over the past year and a half hasn't been enough, we've also had to try to understand the math behind the data analysis, which for some of us (hi, English major here) is a nightmare.

It's vitally important that we understand these numbers, though, because misinformation peddlers are using them to push misconceptions about vaccines. And even though the math isn't actually that complicated, those of us who aren't particularly mathematically inclined may read headlines like "50% of COVID patients in XX hospital are fully vaccinated" and find ourselves alarmed. Wasn't the vaccine supposed to prevent hospitalizations? If half of the people in the hospital are vaccinated, doesn't that mean the vaccine makes no difference?

Well, no. That's not at all what it means, and here's why. It's all about the denominators.

On a super basic level: 2 = 2, but 2 out of 20 is not the same as 2 out of 80. If 4 people are hospitalized, 2 vaccinated and 2 not vaccinated, in an area with an 80% vaccination rate, it's not a meaningful measurement to say that half of the hospitalizations are in vaccinated people. Your chances of hospitalization with the vaccination are significantly lower because of the denominator.

Biostatistician Lucy D'Agostino McGowan simplified why the percent vaccinated in hospitalizations numbers aren't as scary as they sound with some helpful visuals in a Twitter thread.



The director of the Maine CDC, Nirav D. Shah, gave an even more thorough explanation for those who actually want to wade a little deeper into the statistical waters.

He wrote:

"It's important to consider the full picture when interpreting data on things like the % of people fully vaccinated who are hospitalized with #COVID19, or the fact that 74% of the cases in the P-town outbreak were fully vaccinated.

I have seen folks express concern upon learning, for example, that 45% of people hospitalized w/COVID19 are vaccinated.

"But I thought the vaccine keeps you out of the hospital? Is this evidence that vaccines aren't working?" No, it is not. I'll walk through why here.

First, some basic assumptions. There are two Worlds, each with 1M people. And we'll consider the same infectious disease affecting each World, with the parameters below.

There is also a vaccine, with the effectiveness parameters noted below. These could all be changed.In World 1, 50% of the population has been vaccinated against the disease. Out of the 1M people, there are 30,000 infections and 2525 hospitalizations.

Among vaccinated folks, 25 end up in the hospital. The other 2500 hospitalized are UNvaccinated.World 2 is different: 90% of the population is vaccinated.

Here, there are only 14,000 cases. And only 545 people are hospitalized in total.

BUT, 45 of the hospitalized are vaccinated! Compare that with only 25 vaccinated folks in the hospital in World 1.What is going on?

How could it be that, in a World with 90% of the population vaccinated, 20 *more* vaccinated people are hospitalized with the disease (45 vs. 25?)? Is the vaccine not working in World 2?

It's important to compare World 1 and World 2 side by side.

First, note that the case rate in World 2 (90% vaccinated) is far lower than in World 1 (50%). The vaccine is working.

Second, the hospitalization RATE is also far lower in World 2: 545/million vs. 2525/mil.But because there are simply more vaccinated people in World 2, something that affects them at the same rate as others (hospitalization) will generate more cases, numerically.

Indeed, the % of all hospitalized who are fully vaccinated is HIGHER in World 2 than in World 1.In World 2 (90%), 8.25% of all those in the hospital are vaccinated. But in World 1 (50%), it's only 1%!

This is NOT evidence that the vaccines are ineffective. It is a function of the fact that there are simply more vaccinated folks in World 2 relative to unvaccinated.

The question to ask yourself is this: which world would you rather be in?

For that, you would look to the hospitalization rate: 545 vs. 2525/million. World 2, with its higher vaccination rate, is preferable, given that it experiences 1980 fewer hospitalizations. In World 1, fewer people are vaccinated, so their rate of hospitalization is just lower.

Where else does this (common) phenomenon occur?

For a stark example, consider this: what % of skydiving accidents occur in people who were wearing a parachute? Probably 100%.

Are parachutes not effective? They are. But the baseline rate of parachute wearing among those who sky dive is 100%.

Another example: what percentage of fatal car accidents occur in people who were wearing a seat belt? It's about 52%.

Does that mean the effectiveness of seat belts is a coin flip? No, the baseline rate matters. Seat belt usage is around 85%. As with so many things, where you end up depends on the baseline rate of where you started.

Lots of vaccinated folks are being hospitalized with COVID because there are a growing number of vaccinated folks. But the RATE of total hospitalizations is going down. That's good. Similarly, in P-town, 74% (346) of the cases were among vaccinated folks.

But there, what percentage of folks were vaccinated vs. unvaccinated? If the baseline rate of vaccinated was sky high, then this finding is entirely predictable. This is a common theme in epidemiology and statistics. Once you know to look for it, it jumps out all over the place. But without the context around background rates, denominators, etc., it's easy to scare yourself and make incorrect decisions.

Another example: imagine World 3, also with 1M people. 999,999 are vaccinated.

Two cases of COVID occur. One in the unvaccinated person. The other in a vaccinated person.

So 50% of new COVID cases are in the vaccinated. Really? Yes, but deceiving. Denominators matter."

Denominators matter. Even those of us who aren't mathematicians or statisticians can understand that, but we do need media reports to be clear about it; otherwise, we end up with people believing that the vaccines don't do much.

We also need to remember that data is always being gathered and that our understanding of this virus, the vaccines, and how best to balance safety measures and other needs will continue to evolve. The constant shifts are hard, but such is the nature of a novel viral pandemic, and it looks like we're still going to be in it for a while.


Science

Her groundbreaking theory on the origin of life was rejected 15 times. Then biology proved her right.

Lynn Margulis had the audacity to challenge Darwin. And we're lucky she did.

lynn margulis, lynn margulis symbiosis, biology, scientific breakthroughs, darwin, darwinism, women in science
Facts That Will Blow Your Mind/Facebook

A photo of Lynn Margulis.

Throughout her prolific and distinguished career, biologist Lynn Margulis made several groundbreaking contributions to science that we take for granted as common knowledge today. For example, she championed James E. Lovelock’s “Gaia concept,” which posited that the Earth self-regulates to maintain conditions for life.

But by far, her most notable theory was symbiogenesis. While it was first written off as “strange” and “aesthetically pleasing” but “not compelling,” it would ultimately prevail, and completely rewrite how we viewed the origin of life itself.


In the late 1960s, Margulis wrote a paper titled "On the Origin of Mitosing Cells," that was quite avant-garde. In it, she proposed a theory: that life evolved through organisms merging together to become inseparable.

In essence, cooperation is the driver of life, not competition and domination. This directly went against Darwin’s “survival of the fittest” principle that was considered gospel in scientific circles. Margulis’ paper was rejected by fifteen journals before getting accepted into the Journal of Theoretical Biology.

- YouTube www.youtube.com

Time would be on Margulis’ side, however. By the late ‘70s and early ‘80s, research proved that the two major building blocks of plants and animals, chloroplasts and mitochondria were at one time independent bacteria. This solidified the fact that on a biological level, connection trumps autonomy for longevity. And now that fact is written in textbooks, with no real story of the adversity it overcame to get there.

While it is customary for most new scientific theories to be met with criticism, especially those that completely shift the current narrative, many have noted that sexism played a key part in Margulis’ initial lack of acceptance. On more than one occasion, she herself had hinted that women were seen as mothers and wives first, and scientists second. She recalled that while married to fellow scientist Carl Sagan that “Carl would finish his sentence, unperturbed” while she was expected to “handle all the duties of a 1950s housewife, from washing dishes to paying the household bills.”

And yet, Margulis would have other ideas that were controversial that had nothing to do with her gender. Most famously, she did not believe that AIDS was caused by HIV, and instead believed it was cause by a syphilis-causing type of bacteria, despite there already being decades of research proving otherwise. That view was seen as an endorsement of AIDS denialism, which undermined prevention and treatment effort. Then later in life, Margulis became a vocal proponent of 9/11 conspiracy theories suggesting government involvement the in Twin Towers attacks.

And yet, perhaps this is one of those “you gotta take the good with the bad” situations. Margulis’ inherent contrarian nature gave us both these unfounded, even harmful stances, in addition to entirely new paradigms that altered our understanding of life itself.

And if nothing else, it illuminated the need for science to include multiple points of view in order to unlock the truth. It seems life is, after all, about coming together.

washing sheets, bedding, how often should you wash your sheets, making the bed, wash sheets, how often should you wash bed sheets
Photo credit: Canva
The rest of your bedding doesn't need to be washed as often.

There's nothing better than hopping into bed with clean sheets. But let's be honest: washing your sheets can be a pain. From stripping the bed to putting sheets back on post-washing, it's a chore. But you may want to re-think how often you should be washing your bed sheets.

According to a survey of 1,000 Americans conducted by Mattress Advisor, the average time between sheet changings or washings in the U.S. is 24 days—or every 3 1/2 weeks, approximately. The same survey revealed that 35 days is the average interval at which unwashed sheets are "gross."


If that sounds about right to you, prepare to be shocked. According to experts, you should be washing your sheets *a lot* sooner than that for hygiene reasons.

- YouTube www.youtube.com

How often should you wash your sheets?

Hint: It's a lot more frequent than 24 days.

While there is no definitive number of days or weeks, most experts recommend swapping out used sheets for clean ones every week or two.

Dermatologist Alok Vij, MD told Cleveland Clinic that people should wash their sheets at least every two weeks, but probably more often if you have pets, live in a hot climate, sweat a lot, are recovering from illness, have allergies or asthma, or if you sleep naked.

We shed dead skin all the time, and friction helps those dead skin cells slough off, so imagine what's happening every time you roll over and your skin rubs on the sheets. It's normal to sweat in your sleep, too, so that's also getting on your sheets. And then there's dander and dust mites and dirt that we carry around on us just from living in the world, all combining to make for pretty dirty sheets in a fairly short period of time, even if they look "clean."

Maybe if you shower before bed and always wear clean pajamas you could get by with a two-week sheet swap cycle, but weekly sheet cleaning seems to be the general consensus among the experts. The New York Times consulted five books about laundry and cleaning habits, and once a week was what they all recommend.

Sorry, once-a-monthers. You may want to step up your sheet game a bit.

sheets, bed sheets, clean sheets, how often should you wash your sheets, how often should you wash your bed sheets Experts agree that this is how often you should wash your bed sheets.Photo credit: Canva

What about the rest of your bedding? Blankets and comforters and whatnot?

Olivia Parks, Owner + Lead Organizer at Nola Organizers, told Upworthy that duvet covers should be cleaned every week or so.

"Even though the cover protects the insert, the insert still collects body odor, sweat, body oils from lotions or other body products, crumbs if you eat in your bed, dog hair or cat hair, and more," she explained.

Somewhere between the Gen X and Millennial eras, young folks stopped being about the top sheet life, just using their duvet with no top sheet. If that's you, wash that baby once a week. If you do use a top sheet, you can go a couple weeks longer on the duvet cover.

For blankets and comforters and duvet inserts, Sleep.com says every 3 months. And for decorative blankets and quilts that you don't really use, once a year washing will suffice.

What about pillows? Pillowcases should go in with the weekly sheet washing, but pillows themselves should be washed every 3 to 6 months. Washing pillows can be a pain, and if you don't do it right, you can end up with a lumpy pillow, but it's a good idea because between your sweat, saliva and skin cells, pillows can start harboring bacteria.

@suzieqssss

Baking soda absorbs moisture and or odor and breaks down any residue that builds up! If you have allergies you should be doing this more often! #cleaning #lifehack #tiktokshopcybermonday #tiktokshopblackfriday #mattressvacuumcleaner

Finally, how about the mattress itself? Home influencers on TikTok can often be seen stripping their beds, sprinkling their mattress with baking soda, brushing it into the mattress fibers and then vacuuming it all out. Architectural Digest says the longer you leave baking soda on the mattress, the better—at least a few hours, but preferably overnight. Some people add a few drops of essential oil to the baking soda for some extra yummy smell.

If that all sounds like way too much work, maybe just start with the sheets. Pick a day of the week and make it your sheet washing day. You might find that climbing into a clean, fresh set of sheets more often is a nice way to feel pampered without a whole lot of effort.

This article originally appeared two years ago. It has been updated.

dance, motherhood, mommy daughter dance, mother daughter relationship, parenting, wholesome
Umi4ika/Youtube

Svetlana Putintseva with her daughter Masha.

In 2005 at only 18 years old, Russian rhythmic gymnast Svetlana Putintseva became a world champion, after which she retired and eventually became a mom. Then, in 2011, Putintseva came out of retirement for one special Gala performance.

Little did anyone know that her then two-year-old daughter named Masha would be the key to making that performance so special.


As the story goes, the young child refused to leave her side that night. But rather than stopping the performance, Putintseva did what so many incredible moms do: she masterfully held space for two different identities.

As we see in the video below, Putintseva simply brought Masha onto the dance floor and incorporated her into the routine—holding and comforting her at times, performing impressive moves while she ran around at others…letting it all become a lively, endearing interaction rather than a rote routine. It became something really touching:

Watch:

Now, a bit of fact-checking as this video has once again started going viral. Despite what many captions say, Putintseva‘s daughter was likely always a planned part of the performance (the tiny leotard is a bit of a giveaway). But that doesn’t really take away from the message behind it: motherhood weaves another soul into one's identity, forever. And one of the biggest lessons it teaches is how to hold someone else steady, all while becoming ourselves.

Every day, moms are engaging in a similar type of “dance”: navigating through the world while guiding and nurturing their little ones. It probably doesn't always feel quite as graceful as what Putintseva put out, and, yet, it is just as beautiful.

dance, motherhood, mommy daughter dance, mother daughter relationship, parenting, wholesome A mother hugging her daughter.Photo credit: Canva

Maybe so many thought it was an improvised moment because improvising is a very real parent superpower. That’s certainly the takeaway we get from some of these lovely comments:

“You cannot control life but you can learn to dance with it. 🤍”

"This is beyond beautiful. 🥲"

“If this isn't a metaphor for motherhood. We improvise so much.”

“A mother’s unconditional love 🥹❤️ She just made my whole month.”

“I do this sometimes while deejaying. My daughter comes up so I hit the slicer and let her chop it up. A few chops and she is happy and goes about her business. 🥰”

“I can see my daughter doing this to me soon whenever I get up on stage on perform. She already stares long and hard at me whenever I am onnstage singing. She doesn't take her eyes off me. Sure she would be running up to stand with me when she starts walking 😂😂 i look forward to it tho”

“Sobbing 😭😭😭😭 As a dancer who hasn’t performed since having a kid, this inspires me in so many ways 🥹🥹 So beautiful and it’s clear that she admires her mom so much 🥰”

- YouTube www.youtube.com

Though not much is written on Putintseva following this performance, one blog post says that Masha has followed in her footsteps by getting into rhythmic gymnastics. Maybe it all started with this one performance. ❤️

pigs, pets, homework, school, teachers, kids, dog ate my homework, excuses, funny, humor
By Andrew Watson/Wikimedia Commons & Canva

An Arizona girl claimed "My pig ate my homework!" Luckily, she had proof.

Believe it or not, "the dog ate my homework" excuse is over 100 years old. The first known anecdote involving a dog eating important documents came about around 1905. A professor was later recorded in 1929 writing, "It is a long time since I have had the excuse about the dog tearing up the arithmetic homework," suggesting the phrase had been around for some time.

In the century since, teachers the world over have heard every variation of excuse about why a student can't turn in their homework. But, in 2026, we may have fortuitously stumbled on a new one most teachers have never dreamed of.


Jacey Tinsley, a mom from Arizona, recently posted a story to social media that has to be seen to be believed. In the now viral post, she explains that her daughter Taylee was unable to turn in her homework for multiple subjects... because their pet pig ate it.

Yes, the Tinsleys have racked up quite a following on social media documenting life with their three mini-pigs, so it is certainly in the realm of possibility that one of the pigs could have gotten into Taylee's homework.

But would the teachers buy it?

Luckily, Tinsley was able to catch the whole thing on video via indoor Ring cam. In the footage, their pig Polly is caught red-handed snatching the backpack off of the counter, dragging it to the floor, and rifling through it—destroying several papers in the process. Tinsley took the initiative to email her daughter's teachers and school administrators with the indisputable photographic evidence.

Jacey Tinsley took full accountability for her daughter's missing work. "If/when you see any work that's partially eaten/chewed, that is 100% on us, not Taylee," she confessed.

Then, she hoped for the best.

The school staffers had no choice but to accept Jacey's ludicrous tale, and they got quite a kick out of it, too.

Taylee's principal was first to reply: "Okay, I have to admit this is a first for me!! I'm trying not to laugh hysterically..."

The science teacher chimed in next: "This is a first time in my teacher career to hear this and I find it hilarious."

The math teacher was a person of few words: "Oh my goodness, that is so funny."

Over two million people viewed the reel on Instagram and TikTok combined. Commenters were delighted by the ridiculous footage and had plenty of their own hard-to-believe stories of lost homework:

"I turned in homework once that was half eaten by my rabbits but all the answers weren't eaten so I got an A"

"That happened with my piggy she ate three page, so I sent a picture of our piggy Then the damn teacher wanted me to bring her to show and tell her"

"Had a classmate who brought in his homework that was literally eaten by his dog. My teacher thought it was so funny that he displayed the chewed up paper on his wall"

"My baby sister ate my homework once. I wish I was joking"

"My dog ate my homework which was a book I picked to read and it was about lying and saying that your dog ate your homework. I told my teacher and got yelled at so my Dad had to come in with the torn up book to prove I wasnt lying"

If there's anything to learn from the massive response to Tinsley's post, it's that, sometimes, the dog really does eat your homework. And if not the dog, then the rabbit, cat, or even pig.

Pigs can make terrific pets in the right home. They are surprisingly intelligent, playful, affectionate, and can be trained to do many of the tricks and tasks dogs can do.

- YouTube www.youtube.com

Pigs can, however, be quite destructive. Because they're so smart, any hint of boredom can drive them into a frenzy of activity; a favorite activity of many pigs is rooting. Rooting is when they use their powerful snout to push and dig at the ground—or whatever items happen to be around (like a backpack that smells like yesterday's lunch). It's an instinctual behavior that calms them and helps them find snacks.

Taylee got lucky this time that the whole incident was caught on camera. "The pig ate my homework," doesn't seem like the kind of excuse that's going to fly more than once without proof.

ups driver, ups, hero, house fire, elderly woman, orange county, california, local news, good news, ktla

A delivery driver with a determined expression; a house on fire.

Fate often tests our courage at the most unexpected times. For UPS driver Willy Esquivel, that moment came on January 15 while he was completing a delivery in Orange County, California.

According to KTLA, Esquivel was on his routine route in Santa Ana when he noticed neighbors attempting to smother a blaze coming from the condo of Ann Edwards, a 101-year-old woman who lives alone.


Esquivel wasted no time entering the smoke-filled building to rescue Edwards, who seemed "very disoriented" and reluctant to leave. Nevertheless, Esquivel "picked her up and carried her safely outside," according to KTLA and a statement from the Orange County Fire Authority (OFCA).

A video posted on the OFCA's X account showed just how thick the smoke was pouring from Edwards' condo as firefighters arrived. The OFCA also acknowledged the resourceful neighbors who aided in the rescue.

"At the same time, the neighbors used fire extinguishers to knock down the kitchen fire," the OCFA wrote on X. "One of them, a roofer by trade, grabbed his ladder, climbed to the roof, and used a garden hose to spray water into the kitchen vent."

Thankfully, while Edwards was taken to the hospital, she was expected to make a full recovery. Her son, Rick, told KTLA that he was grateful to Esquivel for "sticking with her and getting her out of there."

As for Esquivel, rather than seeing himself as a hero, he told KTLA that he was "just a UPS driver who was in the right place at the right time."

"I just did what I thought was right," he added. "At the end of the day, she's someone's mother, someone's grandmother, great-grandmother."

- YouTube www.youtube.com

Moments like this rarely announce themselves ahead of time. They unfold in the middle of ordinary days, on familiar streets, while people are simply doing their jobs or moving through their routines. Delivery drivers like Esquivel travel through neighborhoods every day, often unnoticed, yet uniquely positioned to sense when something is wrong. On this day, being present and paying attention made all the difference.

Just as striking as Esquivel's bravery was the way neighbors instinctively sprang into action. Without hesitation, they grabbed fire extinguishers, ladders, and garden hoses, each contributing whatever they had in the moment. Together, their quick thinking and collaboration helped prevent an even greater tragedy.

"A remarkable outcome made possible by quick action, teamwork, and people looking out for one another in a moment of need," the OCFA wrote on X.

It's easy to assume someone else will step in. That it's not your fight. That it's not your responsibility. Heroism requires the opposite mindset. And at a time when the world can feel increasingly short on that quality, this story is a refreshing reminder that yes, there are still good people out there willing to help, even when it means helping complete strangers while on the job.