The evaluation of almost 5 million U.S. sufferers who had covid, a research primarily based on a collaboration between The Washington Put up and analysis companions, exhibits that 1 in 16 individuals with omicron acquired medical take care of signs related to lengthy covid inside a number of months of being contaminated. Sufferers uncovered to the coronavirus throughout the first wave of pandemic sickness — from early 2020 to late spring 2021 — have been most liable to develop lengthy covid, with 1 in 12 struggling persistent signs.
This sample mirrors what main docs who deal with lengthy covid — and a few scientists who research it — have seen because the coronavirus pandemic evolves. However the causes they provide for the shifting charges are nearer to conjecture than to proof.
“Lengthy covid is an advanced beast,” stated Ziyad Al-Aly, director of the Medical Epidemiology Middle at Washington College College of Medication in St. Louis and a significant researcher into the phenomenon.
Lengthy-covid signs much less possible after omicron
A research of 4.9 million individuals in america who had covid-19 between early 2020 and January 2022 exhibits a complete of seven.2 % sought take care of signs typical of lengthy covid. The speed declined with successive waves. The research discovered the signs might be frequent however are extra frequent after the covid an infection.
Observe: The baseline charge is the share of sufferers who reported
new signs within the six months earlier than an infection. The speed
after covid is the share with new signs between one
month and 6 months after the an infection.
Supply: Epic Programs analysis
EMILY M. ENG/THE WASHINGTON POST

Lengthy-covid signs much less possible after omicron
A research of 4.9 million individuals in america who had covid-19 between early 2020 and January 2022 exhibits a complete of seven.2 % sought take care of signs typical of lengthy covid. The speed declined with successive waves. The research discovered the signs might be frequent however are extra frequent after the covid an infection.
Observe: The baseline charge is the share of sufferers who reported new signs
within the six months earlier than an infection. The speed after covid is the share with new
signs between one month and 6 months after the an infection.
Supply: Epic Programs analysis
EMILY M. ENG/THE WASHINGTON POST

Lengthy-covid signs much less possible after omicron
A research of 4.9 million individuals in america who had covid-19 between early 2020 and January 2022 exhibits a complete of seven.2 % sought take care of signs typical of lengthy covid. The speed declined with successive waves. The research discovered the signs might be frequent however are extra frequent after the covid an infection.
Observe: The baseline charge is the share of sufferers who reported new signs within the six months
earlier than an infection. The speed after covid is the share with new signs between one month and
six months after the an infection.
EMILY M. ENG/THE WASHINGTON POST
Supply: Epic Programs analysis
The findings additionally present that sufferers with sure underlying medical situations are twice as possible as beforehand wholesome individuals to hunt take care of signs related to lengthy covid: About 9 % of sufferers with any of these preexisting situations acquired therapy for long-covid signs within the six months after they got here down with covid, in contrast with 4.6 % who didn’t have these prior well being issues, the evaluation exhibits.
Overweight sufferers have been about thrice as more likely to report long-covid signs as these with none earlier medical situations, whereas individuals with lung ailments or kidney issues have been shut behind.

Lengthy-covid signs extra frequent in individuals with preexisting situations and extreme covid circumstances
Folks with preexisting medical situations/comorbidities that make covid-19 extra harmful usually tend to report long-covid signs than individuals with out such comorbidities.
Folks with no less than
one comorbidity
Folks with no
comorbidity
People who find themselves hospitalized usually tend to report long-covid signs than sufferers who aren’t.
Observe: The baseline charge is the share of sufferers who reported
new signs within the six months earlier than an infection. The speed
after covid is the share with new signs between one
month and 6 months after the an infection.
Supply: Epic Programs analysis
EMILY M. ENG/THE WASHINGTON POST

Lengthy-covid signs extra frequent in individuals with preexisting situations and extreme covid circumstances
Folks with preexisting medical situations/comorbidities that make covid-19 extra harmful usually tend to report long-covid signs than individuals with out such comorbidities.
Folks with no less than
one comorbidity
Folks with no
comorbidity
People who find themselves hospitalized usually tend to report long-covid signs than sufferers who aren’t.
Observe: The baseline charge is the share of sufferers who reported new signs
within the six months earlier than an infection. The speed after covid is the share with new
signs between one month and 6 months after the an infection.
EMILY M. ENG/THE WASHINGTON POST
Supply: Epic Programs analysis

Lengthy-covid signs extra frequent in individuals with preexisting situations and extreme covid circumstances
Folks with preexisting medical situations/comorbidities that make covid-19 extra harmful usually tend to report long-covid signs than individuals with out such comorbidities.
Folks with at
least one
comorbidity
Folks with no
comorbidity
People who find themselves hospitalized usually tend to report long-covid signs than sufferers who aren’t.
Observe: The baseline charge is the share of sufferers who reported new signs within the six months
earlier than an infection. The speed after covid is the share with new signs between one month and
six months after the an infection.
Supply: Epic Programs analysis
EMILY M. ENG/THE WASHINGTON POST
These and different findings from The Put up’s partnership hint the contours of a troubling ripple impact from the nation’s worst public well being disaster in a century. Researchers made speedy headway in understanding covid’s patterns of illness and loss of life and in creating vaccines and coverings. However because the pandemic enters its fourth 12 months, the exact nature of lengthy covid and the treatments for it reside in a black field.
Its causes haven’t superior past theories. Its signs differ amongst sufferers, and, because the research demonstrates, some are frequent even earlier than individuals catch the virus, making it arduous at instances to fathom what’s attributable to a coronavirus an infection and what’s incidental. Docs deal with the signs by borrowing from what they learn about different ailments. And though physicians are acquainted with post-viral syndrome — lingering signs after the flu, pneumonia, Epstein-Barr and different viral illnesses — lengthy covid tends to persist far longer.
“It’s scary to not be who I used to be earlier than,” stated Noemi Chiriac of Dallas, who has not regained her senses of style and scent since a second bout of covid days earlier than Christmas 2021, when the virus’s delta variant overlapped with the early stage of the omicron variant. “It’s shedding your id.”
Chiriac, 45 and single, lastly can go on the miles-long walks she treasures, however turns into wanting breath if she tries speaking with anybody on the similar time and must nap for hours as soon as she will get house.
In summer time 2021, the aerospace and protection firm the place Chiriac labored selected her to compete for more-senior administration jobs as a part of a “expertise pool.” She flubbed an interview. She was requested how she would deal with conditions with firm leaders, however mind fog, lingering from her first spherical of covid seven months earlier than, acquired in the way in which of her recalling their names.
“I may see their faces. I do know precisely who they’re, however I couldn’t bear in mind,” Chiriac stated. She was taken out of the working for expertise pool jobs.
An rising physique of research in america and elsewhere has been attempting to determine who’s most weak to the broad constellation of signs, reminiscent of these Chiriac experiences, that typify lengthy covid. However the findings differ considerably due to totally different analysis strategies, the small cohort of sufferers on which many research are primarily based and researchers’ lack of consensus over how the syndrome ought to be outlined.
The research with The Put up’s companions, primarily based on nameless medical data of covid sufferers throughout the nation, provides to the coalescing portrait of lengthy covid. Altogether, the evaluation exhibits that about 1 in 14 — barely greater than 7 % — of U.S. sufferers who had covid visited health-care practitioners inside six months of their preliminary infections complaining of no less than one symptom typical of lengthy covid they’d not had earlier than. That proportion is throughout the vary recognized by some smaller research however is decrease than that discovered by different analysis utilizing broader definitions of lengthy covid.
In a rustic the place no less than 200 million individuals have been contaminated with SARS-CoV-2, based on federal estimates, the speed detected by The Put up interprets into about 14 million U.S. residents who survived the virus and are fighting long-lasting results that always alter their lives.
“It’s a staggering quantity of individuals,” stated endocrinologist Zijian Chen, medical director of the Middle for Put up-COVID Care at Mount Sinai Well being System in New York, amongst the primary U.S. medical facilities to create an interdisciplinary clinic to take care of sufferers with the fledgling signs that might develop into often called lengthy covid.
“And the implication for long-term take care of a few of these individuals, and the implication for health-care {dollars} we have to use to take care of these individuals, it’s fairly large,” Chen stated.
The Put up’s evaluation is predicated on information from a Wisconsin firm referred to as Epic Programs, which homes the nation’s largest assortment of digital medical data from hospitals, well being techniques and medical practices. The Kaiser Household Basis, a nonprofit health-policy group, is a companion on this analysis collaboration, serving to to determine how the evaluation could be carried out and to interpret the outcomes.
The evaluation depends on data, from Epic’s analysis database, of almost 4.9 million sufferers identified with covid from the beginning of the pandemic in early 2020 by way of January 2022, forming the most important information set utilized in any long-covid research on this planet. The research marks the primary time Epic has shared what the corporate calls its Cosmos information in a collaboration with a information group. The evaluation appears at which sufferers sought take care of any of a list of diffuse signs that the Facilities for Illness Management and Prevention identifies as frequent with lengthy covid, also called long-haul or post-covid syndrome. They embody fatigue, respiration bother, cough, speedy or uneven coronary heart rhythms, issue pondering or concentrating, and plenty of extra.
In a twist on long-covid analysis, The Put up evaluation additionally checked out who sought care for a similar signs throughout a six-month window earlier than they acquired covid. By together with this “earlier than” time, the research exhibits that these signs flow into within the basic inhabitants however are extra frequent within the months after sufferers get the coronavirus than throughout the interval earlier than. That before-and-after comparability affords a technique of understanding that lengthy covid — typically dismissed by docs, particularly early within the pandemic — is actual.
And but the looks of the identical signs earlier than individuals develop covid attests to the complexity of diagnosing lengthy covid and measuring its prevalence.
“Now we have work to do to grasp what’s lengthy covid and what’s the [downstream effect] of being chronically unwell or having an acute situation,” CDC Director Rochelle Walensky stated in an interview with The Put up.
For that cause, The Put up’s evaluation and different research may inadvertently overstate how frequent lengthy covid is, stated Al-Aly, of Washington College, who has led main post-covid research utilizing information from the Division of Veterans Affairs. On the similar time, Al-Aly stated, research may underestimate how frequent lengthy covid really is as a result of, because the syndrome turns into higher understood, researchers may uncover signs not on the CDC listing.
There’s a want, Al-Aly stated, to “make clear the complexity of the matter.”

Lengthy-covid signs extra prevalent in older adults and girls, whereas constant throughout race and ethnicity
Older adults usually tend to report signs typical of lengthy covid, with the speed descending with every youthful age group.
Girls persistently present a higher probability of searching for take care of long-covid signs.
Non-Hispanic Whites have barely larger charges of reporting signs than different teams.
INCOME – MEDICAID ELIGIBLE
Amongst sufferers with earnings low sufficient to qualify for Medicaid, the speed of signs is barely barely larger than amongst different sufferers.
Observe: The baseline charge is the share of sufferers who reported
new signs within the six months earlier than an infection. The speed
after covid is the share with new signs between one
month and 6 months after the an infection.
Supply: Epic Programs analysis
EMILY M. ENG/THE WASHINGTON POST

Lengthy-covid signs extra prevalent in older adults and girls, whereas constant throughout race and ethnicity
Older adults usually tend to report signs typical of lengthy covid, with the speed descending with every youthful age group.
Girls persistently present a higher probability of searching for take care of long-covid signs.
Non-Hispanic Whites have barely larger charges of reporting signs than different teams.
INCOME – MEDICAID ELIGIBLE
Amongst sufferers with earnings low sufficient to qualify for Medicaid, the speed of signs is barely barely larger than amongst different sufferers.
Observe: The baseline charge is the share of sufferers who reported new signs
within the six months earlier than an infection. The speed after covid is the share with new
signs between one month and 6 months after the an infection.
EMILY M. ENG/THE WASHINGTON POST
Supply: Epic Programs analysis

Lengthy-covid signs extra prevalent in older adults and girls, whereas constant throughout race and ethnicity
Older adults usually tend to report signs typical of lengthy covid, with the speed descending with every youthful age group.
Girls persistently present a higher probability of searching for take care of long-covid signs.
White, non-Hispanic sufferers had barely larger charges of reporting signs than different teams, however that group has an older age distribution.
INCOME – MEDICAID ELIGIBLE
Amongst sufferers with earnings low sufficient to qualify for Medicaid, the speed of signs is barely barely larger than amongst different sufferers.
Observe: The baseline charge is the share of sufferers who reported new signs within the six months
earlier than an infection. The speed after covid is the share with new signs between one month and
six months after the an infection.
Supply: Epic Programs analysis
EMILY M. ENG/THE WASHINGTON POST
The Put up evaluation sought to establish who’s more than likely to hunt medical take care of signs typical of lengthy covid. Among the many findings:
· The decrease charge of signs from the omicron wave is constant throughout age teams, gender, race and folks of differing well being standing earlier than they acquired covid. The lowered charge of signs in that wave is pushed largely by younger individuals representing a bigger share of omicron circumstances than in earlier waves and the truth that they’ve been particularly unlikely to hunt take care of signs of lengthy covid.
· Girls are extra possible than males to hunt take care of long-covid signs — almost 8 % of girls, in contrast with barely greater than 6 % of males. Different long-covid research have recognized the same hole.
· Older survivors of a coronavirus an infection are extra liable to report a symptom of lengthy covid. Barely greater than 1 in 9 individuals 65 and older sought take care of such signs in distinction with 1 in 24 individuals youthful than 30.
· Sufferers with probably the most extreme circumstances of covid usually tend to develop long-haul signs. About 1 in 5 covid sufferers who have been in intensive care models reported post-covid signs in a while, in contrast with about 1 in 15 who weren’t hospitalized. However due to the straightforward math of the pandemic — the overwhelming majority of contaminated persons are by no means hospitalized — sufferers with comparatively gentle covid account for the majority of these reporting post-covid signs.
· Although covid circumstances and deaths have lower deepest in communities which are Black, Latino or poor, the identical doesn’t seem true for long-covid signs. And sufferers on Medicaid, the general public medical insurance program for individuals with decrease incomes and disabilities, have solely marginally higher odds of reporting the signs than these with personal insurance coverage. As a result of the research is predicated on medical data, the shortage of variations amongst racial, ethnic and earnings teams may say extra about who has satisfactory entry to well being providers than the precise incidence of lengthy covid in these communities, some physicians say.
“Well being fairness performs an enormous position relating to the kind of sufferers capable of search take care of lengthy covid,” stated Alba Azola, a co-director of the Johns Hopkins Put up-Acute COVID-19 Staff in Baltimore. “The individuals who make it to our … clinic are wealthy, White and capable of entry medical care.”
Among the many three viral waves of the pandemic, long-covid signs are persistently much less frequent throughout the omicron interval for every group of sufferers within the evaluation. As an illustration, irrespective of whether or not sufferers had gentle covid circumstances or have been in ICUs, they have been much less liable to report any post-covid signs if that they had omicron than if that they had earlier variations of the virus.
‘A distinct an infection’
Pat Hill, a 76-year-old insurance coverage agent in Shaker Heights, Ohio, outdoors Cleveland, was contaminated with the coronavirus throughout the time of delta, when the percentages of creating long-covid signs have been lower than throughout the early wave however higher than within the later omicron surge. She is a part of the medical thriller that docs and researchers are nonetheless attempting to crack: Why do every of the pandemic’s main variants appear to provide totally different possibilities of lingering results?
Hill has been within the behavior for 20 years, since being identified with bronchial asthma, of shopping for N95 masks to guard herself and others any time a chilly or flu circulates. Because the pandemic started, Hill stated, “I’ve masks in my automobile, and a field by my door, and all my purses have masks. If I see someone not carrying a masks that I feel ought to put on [one], I’ll give away masks.”
However one morning in September 2021 — simply days earlier than she was scheduled to get her first booster of the Moderna vaccine — she went to a gathering with representatives of native insurance coverage corporations. The small room, meant for 10 individuals, was filled with twice as many. “It set off an alarm” in her thoughts, she remembers. Nonetheless, she eliminated her masks lengthy sufficient to munch a bagel and sip espresso.
Days later, when she had a runny nostril, postnasal drip and a cough, Hill figured it was her traditional late-summer ragweed allergy. However she noticed a discover that Shaker Heights was providing coronavirus checks and acquired one, simply to make certain. “I used to be shocked,” she stated, when a nurse referred to as. Optimistic.
Her bout of covid was nothing just like the worry she harbored of ending up hospitalized on a ventilator. “It was like a gentle case of the flu,” Hill recalled. She was weary however by no means ran a fever, by no means noticed her blood oxygen degree tumble dangerously low. “I figured I’d do my quarantine, and I believed I’d get again to regular,” she stated. The true bother started a month later. Her fatigue deepened. She developed bronchitis. She grew to become wanting breath. Her legs and ankles swelled.
The explanation the delta wave and the unique type of covid appear extra more likely to produce such signs than the more moderen omicron and its subvariants just isn’t totally understood. However physicians and biomedical researchers have some concepts.
One risk is that the variants goal cells in several elements of the respiratory tract, stated Akiko Iwasaki, an immunologist on the Yale College of Medication, with omicron affecting the higher half and earlier types of the virus focusing on decrease down. “And the decrease respiratory tract creates extra injury.” Because of this, Iwasaki stated, omicron “may produce much less severity and fewer lengthy covid.”
Omicron “seems to be considerably of a unique an infection,” stated Kathleen Bell, a rehabilitation medication doctor on the College of Texas Southwestern Medical Middle in Dallas, which was among the many first medical facilities to create a clinic for treating sufferers with lingering signs.
Fewer sufferers contaminated with omicron arrive on the long-covid clinic there with vital lack of scent or extreme lung signs. The virus has “modified its assault,” stated Bell, whose clinic nonetheless sees new sufferers flip up with signs which have continued since they have been identified with covid throughout the delta wave greater than a 12 months in the past, moderately than within the omicron wave.
For insurance coverage brokers reminiscent of Hill who focus on Medicare well being plans, the autumn enrollment season is all the time the busiest. She had sufficient power throughout her first autumn with long-covid signs to ship renewal reminders to just some shoppers. “When individuals have been with you for years, they’re like household,” she stated of the remainder. “I felt like such a failure.”
In November 2021, two months after turning into contaminated, she heard of a long-covid clinic at a department of College Hospitals. The earliest appointment was three months later. She nonetheless sees an immunologist, a hematologist and a heart specialist. An acupuncture therapist treats her again ache, which is usually a post-covid symptom. She meets with a social employee. She has not too long ago added a pulmonologist as a result of her cough has worsened.
“I do know it doesn’t really feel like that to her, [but] it’s nonetheless early within the long-covid journey,” stated Juliane Torer, a nurse-practitioner on the suburban clinic who is aware of Hill.
In July, near Hill’s birthday, a buddy she considers a niece as a part of her massive “chosen household” stunned her with tickets to an Elton John live performance. It was at Cleveland’s downtown baseball park, and so they needed to park two blocks away. Hill walked haltingly to their seats. Whereas the viewers stood rapturously clapping, she couldn’t. On the way in which again to the automobile, she made it midway together with her cane to a bus cease, the place she rested earlier than strolling the remainder of the way in which. Nonetheless, Hill stated, “I did it, and that was my greater accomplishment than seeing Elton John.”
The Put up evaluation is one among a number of which have discovered an obvious hyperlink between lengthy covid and preexisting medical issues.
“The extra extreme covid, the upper danger of lengthy covid. And folks with comorbidities are at larger danger for extreme covid,” stated Albert Ko, an epidemiologist on the Yale College of Public Well being and specialist in infectious ailments.
Patty Reales is such a affected person. Her mother and father didn’t need it recognized she had lupus as she was rising up within the Queens borough of New York, although she was referred to as names by different kids as a result of she was out sick from grammar faculty quite a bit and, when in class, was typically too drained for fitness center class. The autoimmune dysfunction was the foundation explanation for her kidney illness and, in flip, her hypertension. She has bronchial asthma, too.
By the point she was in her early 40s, sharing a three-apartment home together with her mother and father and youthful brother, and dealing as a grants administrator at Mount Sinai, Reales had been taking immune-suppressing medication for many years and knew she was weak to infections. The primary time she acquired covid signs, in March 2020, she was fairly sure she’d been uncovered strolling by way of the hospital foyer as New York was rising because the nation’s hub of the younger pandemic.
Reales labored from house for a couple of days, by way of a fever, cough, headache and profound fatigue, and he or she misplaced style and scent. When she began having bother respiration, she went to Mount Sinai’s emergency room. Although a coronavirus check — nonetheless in its infancy — didn’t flip up constructive, she was admitted to an isolation unit as a “particular person beneath investigation.” When she returned house after three days, her cough and respiration have been higher. Different signs didn’t go away.
“I used to be simply drained,” she recalled. Her hobbies — working, exploring Manhattan’s neighborhoods, touring each few months — have been not possible. One summer time day, a buddy urged they struggle a straightforward jog. “After like one block I couldn’t sustain,” Reales stated. “I needed to … name on her cellphone, and he or she realized I wasn’t behind her.”
The wheezing and fatigue lingered till the subsequent winter. She’d lastly begun feeling higher and was updated on her coronavirus vaccine when, in April 2021, one other episode of covid descended. That point, Reales stated, “I actually felt like I used to be struggling simply to breathe. The fatigue was horrendous. I developed insomnia.” It was fall earlier than her signs lifted. Then, 4 days earlier than Christmas 2021, as omicron was beginning to sweep the nation, she examined constructive once more.
As with some — however not all — long-covid sufferers, docs say, her well being has been enhancing slowly. In April, a 12 months after her second bout of covid, she entered a 5K race and despatched her mom a photograph of herself, beaming, in Flushing Meadows-Corona Park as she crossed the end line. She ran one other in Could. In late June, she did a 10K.
“I used to be prepared to surrender after the fourth mile. I stated, ‘That is an excessive amount of.’ I simply wished to cease,” Reales recalled. However the cheering alongside the route stored her going. She completed.
Reales has a brand new job as a grants portfolio supervisor for Weill Cornell Medical School. It permits her to work full time from house. She is a pupil on-line for a bachelor’s diploma in administrative research. Nonetheless, when strolling up a flight of stairs, she typically must cease and catch her breath. Mind fog has continued. “I’m normally on level, however I’ll neglect issues. It may very well be one thing I already advised my mother earlier than,” Reales stated. “After I’m doing my schoolwork, I’ll need to learn and browse and browse once more.” It’s such a wrestle that she withdrew from three of 4 programs one latest semester.
“I have already got one animal. That’s the lupus,” Reales stated. “When you disturb that animal [with covid and what follows], it’s like unshielding Pandora’s field.”
The Washington Put up labored with the digital well being data firm Epic Programs and with enter from Kaiser Family Foundation to design a research on who’s more than likely to report long-covid signs.
The research checked out 4.88 million de-identified individuals of all ages within the nationwide Epic Research Cosmos patient-record database who have been identified with covid-19 for the primary time between March 2020 and January 2022. The sufferers studied have been separated into classes akin to the key coronavirus variant circulating on the time they grew to become in poor health. The unique variant was from March 2020 by way of June 2021. The delta variant was from August 2021 by way of November 2021. The omicron variant was in January 2022. July and December 2021 have been omitted due to transitions between main variants throughout these durations.
Epic used a multistep course of to establish sufferers reporting new signs. Epic analyzed every affected person’s digital well being document going again to 2017. Utilizing that historical past, Epic recognized whether or not every affected person had sought take care of the primary time for no less than one symptom that the Centers for Disease Control and Prevention has listed as a potential indication of long-term covid, together with fatigue, issue respiration, cough, chest ache, mind fog, headache, sleep issues, dizziness, despair, muscle ache, rash and abdomen ache. Solely signs for which an individual had not sought care since 2017 have been labeled as new signs.
The evaluation established whether or not every affected person sought take care of any new signs from one month to 6 months after the coronavirus an infection. A second step established whether or not every affected person had reported any new signs within the six months earlier than receiving a covid analysis.
The share of sufferers with new signs earlier than experiencing coronavirus infections established a baseline charge of how typically these signs seem even with out covid. The share of sufferers with new signs within the interval after an infection constituted the speed after covid.
Baseline charges and post-infection charges have been calculated individually for the general group and for every wave, in addition to for demographic groupings by intercourse, age and race, and for teams of sufferers with varied preexisting situations (comorbidities), and with totally different severities of covid an infection. The baseline charge was subtracted from the post-infection charge to determine the change, expressed in proportion factors.
Information shared with The Put up was aggregated on the nationwide degree in accordance with the Epic Analysis requirements to guard affected person privateness.
Sufferers who had been hospitalized in intensive care models have been excluded from a lot of the long-covid analyses as a result of the severity of their sickness in addition to post-ICU syndrome may trigger signs which are indistinguishable from these of lengthy covid.
Sufferers might have been constrained from searching for care for brand new signs throughout the pandemic, particularly in its early phases. That might have affected sufferers’ reported charges of latest signs earlier than that they had coronavirus infections. The period of signs or what number of signs every affected person had — or their severity — weren’t measured on this research.
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