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Despite a strong October jobs report, Black unemployment remains too high to justify the Fed’s recent decision to decrease bond purchases

The Bureau of Labor Statistics’ October jobs report, released November 5, provides generally positive news with total nonfarm payroll employment increasing by 531,000 compared to an increase of only 194,000 in September, since revised upward. The unemploy

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By Kristen E. Broady, Anthony Barr

The Bureau of Labor Statistics’ October jobs report, released November 5, provides generally positive news with total nonfarm payroll employment increasing by 531,000 compared to an increase of only 194,000 in September, since revised upward. The unemployment rate decreased to 4.6% from 4.8% in September. ManpowerGroup President Becky Frankiewicz said, “This morning’s numbers represent the beginning of a reconciliation between American companies and American workers.”  Frankiewicz also suggested that, “As the stimulus ended, employers realized they needed to move closer to what workers want to bring them back in—with higher wages, greater flexibility and more focus on the health and well-being of their people.”

In October, the number of unemployed workers at 7.4 million continued to trend down but is still significantly higher than its level in February 2020, prior to the pandemic, 5.7 million. Both the labor force participation rate and the number of people who were employed part time for economic reasons were little changed from September. In addition to better employment numbers, October also saw an increase in average hourly earnings for all employees on private nonfarm payrolls of 11 cents to $30.96. Frankiewicz said that “employers accept that good wages are now table stakes, and that employees are seeking more flexibility and more purpose in their lives.”

Table 1 shows the unemployment rate by race for the three-month period between August and October. The data show a downward trend in unemployment for white and Latino or Hispanic workers over the three-month period. The unemployment rate for Black and Asian American workers was unchanged from September.

Table 2 shows the U.S. unemployment rate by race, gender, and age from October 2020 to October 2021. The unemployment rate for white and Latino or Hispanic men decreased in October. However, it increased from 8% in September to 8.3% in October for Black men as their labor force participation rate increased by .5 percentage points over September. The labor force participation rate for Black women decreased from 61.2% in September to 60.9% in October and their unemployment rate fell .3 percentage points to 7%. Even in the face of an overall positive trend in the employment situation, October saw an increase in the unemployment rate for Black teens between the ages of 16 and 19 with their unemployment rate increasing from 15.7% in September to 16.1% in October, and this group continued to have the highest 13-month average unemployment rate, 17.28%.

Table 2

Federal and local vaccine mandates

In October, the number of employed workers who teleworked because of the pandemic declined to 11.6% from 13.2% in September as more workers returned to in-person employment. The number of people who reported that they were unable to work because their employer closed or lost their business due to the pandemic also decreased, from 5 million in September to 3.8 million in October, and 1.3 million people were unable to look for work because of the pandemic. Hence, while we are seeing improvements in the broad employment situation, there is still much progress to be made in the battle against COVID-19.

According to the CDC, as of October 28, 2021, 79.8% of people 18 years of age or older had received at least one dose of the COVID-19 vaccine and 69.2% were fully vaccinated. Of the 62.7% of people who had received at least one dose administered for whom race and ethnicity was known, 17.1% were Hispanic or Latino, 1% were American Indian, 5.9% were Asian American, 10.5% were Black, and 60.6% were white. On November 4, the Biden administration issued an emergency temporary standard to protect unvaccinated employees of large employers. The rule that will cover 84 million workers, approximately 31 million of whom are unvaccinated, and sets a January 4 deadline for large companies with 100 or more employees to mandate COVID-19 vaccinations or begin weekly testing of their workers.

Some municipalities have instituted vaccine mandates to increase the number of people who are vaccinated, leading to tense negotiations with police and other unions. COVID-19 has become the leading cause of death for police officers, with 476 COVID-19 related deaths since the beginning of the pandemic, compared to 94 from gunfire during the same period. On November 4, New York City Mayor Bill de Blasio announced that the city had reached an agreement regarding exemption requests and leave policies with four labor unions regarding the city’s vaccination mandate. Currently, more than 92% of New York City workers under the mandate are vaccinated. In Chicago, Fraternal Order of Police Union President John Catanzara is urging Chicago Police officers to refuse to post their vaccine status on the city’s data portal. On November 1, a Cook County judge granted a temporary restraining order to block a vaccine mandate for union members, preventing the city from firing members of the police union who do not meet a December 31 vaccination deadline.

Federal Reserve bond purchases adjustments

In light of these positive developments in the economy, the Federal Reserve has recently announced that it will begin tapering bond purchases later this month, including a reduction of $10 billion for Treasury securities and $5 billion for agency mortgage-backed securities. The Fed also stated that it anticipates “similar reductions in the pace of net asset purchases will likely be appropriate each month” but noted that “it is prepared to adjust the pace of purchases if warranted by changes in the economic outlook.” Though this move will affect the labor market less than changes to interest rates, it will likely add some slackness into what continues to be a tight labor market.

But while the October jobs report is more optimistic than the one for the previous month, we know that the recovery is not playing out equally across racial lines. And as we argued last month, the Fed should continue to keep the labor market tight in order to promote an inclusive economy with full employment as measured across racial groups rather than simply reflected in the aggregate. This is especially the case given that Federal Reserve Chairman Jerome Powell has noted that the current economic situation in terms of employment and inflation “isn’t the traditional Phillips curve situation where there’s a direct tradeoff” between the two because “the inflation that we’re seeing is really not due to a tight labor market. It’s due to bottlenecks, and it’s due to shortages, and it’s due to very strong demand meeting those.”

We believe that Black unemployment remains far too high to justify a shift in monetary policy that would create slackness in the labor market—a move that would also undercut a burgeoning labor movement that has led to increased wages and leverage for workers demanding better benefits and working conditions.

Conclusion

There is much to celebrate in October’s job report. Employment increased, unemployment fell, and wages rose. These numbers provide further justification for the stimulus-heavy response to the pandemic. Indeed, the current unemployment rate of 4.6% was not matched in the aftermath of the Great Recession of ’08 until February 2017. In addition to these positive trends, almost 80% of the adult population has received at least one dose of the COVID vaccines, and almost 70% of adults are fully vaccinated, which suggests that the disruptive economic effects of the pandemic will continue to decline (hopefully at an accelerating rate).

Nevertheless, labor force participation has remained largely unchanged, as has the unemployment rate for Black workers. And some six million people currently not in the labor force are actively looking for jobs. In addition, pandemic disruptions to key factors including supply chains, childcare access and schooling, and demand for services continue to hold back full economic recovery. Thus, while we have certainly seen significant recovery, we still have a long way to go to achieve full recovery.

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Fauci Deputy Warned Him Against Vaccine Mandates: Email

Fauci Deputy Warned Him Against Vaccine Mandates: Email

Authored by Zachary Stieber via The Epoch Times (emphasis ours),

Mandating COVID-19…

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Fauci Deputy Warned Him Against Vaccine Mandates: Email

Authored by Zachary Stieber via The Epoch Times (emphasis ours),

Mandating COVID-19 vaccination was a mistake due to ethical and other concerns, a top government doctor warned Dr. Anthony Fauci after Dr. Fauci promoted mass vaccination.

Coercing or forcing people to take a vaccine can have negative consequences from a biological, sociological, psychological, economical, and ethical standpoint and is not worth the cost even if the vaccine is 100% safe,” Dr. Matthew Memoli, director of the Laboratory of Infectious Diseases clinical studies unit at the U.S. National Institute of Allergy and Infectious Diseases (NIAID), told Dr. Fauci in an email.

“A more prudent approach that considers these issues would be to focus our efforts on those at high risk of severe disease and death, such as the elderly and obese, and do not push vaccination on the young and healthy any further.”

Dr. Anthony Fauci, ex-director of the National Institute of Allergy and Infectious Diseases (NIAID. in Washington on Jan. 8, 2024. (Madalina Vasiliu/The Epoch Times)

Employing that strategy would help prevent loss of public trust and political capital, Dr. Memoli said.

The email was sent on July 30, 2021, after Dr. Fauci, director of the NIAID, claimed that communities would be safer if more people received one of the COVID-19 vaccines and that mass vaccination would lead to the end of the COVID-19 pandemic.

“We’re on a really good track now to really crush this outbreak, and the more people we get vaccinated, the more assuredness that we’re going to have that we’re going to be able to do that,” Dr. Fauci said on CNN the month prior.

Dr. Memoli, who has studied influenza vaccination for years, disagreed, telling Dr. Fauci that research in the field has indicated yearly shots sometimes drive the evolution of influenza.

Vaccinating people who have not been infected with COVID-19, he said, could potentially impact the evolution of the virus that causes COVID-19 in unexpected ways.

“At best what we are doing with mandated mass vaccination does nothing and the variants emerge evading immunity anyway as they would have without the vaccine,” Dr. Memoli wrote. “At worst it drives evolution of the virus in a way that is different from nature and possibly detrimental, prolonging the pandemic or causing more morbidity and mortality than it should.”

The vaccination strategy was flawed because it relied on a single antigen, introducing immunity that only lasted for a certain period of time, Dr. Memoli said. When the immunity weakened, the virus was given an opportunity to evolve.

Some other experts, including virologist Geert Vanden Bossche, have offered similar views. Others in the scientific community, such as U.S. Centers for Disease Control and Prevention scientists, say vaccination prevents virus evolution, though the agency has acknowledged it doesn’t have records supporting its position.

Other Messages

Dr. Memoli sent the email to Dr. Fauci and two other top NIAID officials, Drs. Hugh Auchincloss and Clifford Lane. The message was first reported by the Wall Street Journal, though the publication did not publish the message. The Epoch Times obtained the email and 199 other pages of Dr. Memoli’s emails through a Freedom of Information Act request. There were no indications that Dr. Fauci ever responded to Dr. Memoli.

Later in 2021, the NIAID’s parent agency, the U.S. National Institutes of Health (NIH), and all other federal government agencies began requiring COVID-19 vaccination, under direction from President Joe Biden.

In other messages, Dr. Memoli said the mandates were unethical and that he was hopeful legal cases brought against the mandates would ultimately let people “make their own healthcare decisions.”

“I am certainly doing everything in my power to influence that,” he wrote on Nov. 2, 2021, to an unknown recipient. Dr. Memoli also disclosed that both he and his wife had applied for exemptions from the mandates imposed by the NIH and his wife’s employer. While her request had been granted, his had not as of yet, Dr. Memoli said. It’s not clear if it ever was.

According to Dr. Memoli, officials had not gone over the bioethics of the mandates. He wrote to the NIH’s Department of Bioethics, pointing out that the protection from the vaccines waned over time, that the shots can cause serious health issues such as myocarditis, or heart inflammation, and that vaccinated people were just as likely to spread COVID-19 as unvaccinated people.

He cited multiple studies in his emails, including one that found a resurgence of COVID-19 cases in a California health care system despite a high rate of vaccination and another that showed transmission rates were similar among the vaccinated and unvaccinated.

Dr. Memoli said he was “particularly interested in the bioethics of a mandate when the vaccine doesn’t have the ability to stop spread of the disease, which is the purpose of the mandate.”

The message led to Dr. Memoli speaking during an NIH event in December 2021, several weeks after he went public with his concerns about mandating vaccines.

“Vaccine mandates should be rare and considered only with a strong justification,” Dr. Memoli said in the debate. He suggested that the justification was not there for COVID-19 vaccines, given their fleeting effectiveness.

Julie Ledgerwood, another NIAID official who also spoke at the event, said that the vaccines were highly effective and that the side effects that had been detected were not significant. She did acknowledge that vaccinated people needed boosters after a period of time.

The NIH, and many other government agencies, removed their mandates in 2023 with the end of the COVID-19 public health emergency.

A request for comment from Dr. Fauci was not returned. Dr. Memoli told The Epoch Times in an email he was “happy to answer any questions you have” but that he needed clearance from the NIAID’s media office. That office then refused to give clearance.

Dr. Jay Bhattacharya, a professor of health policy at Stanford University, said that Dr. Memoli showed bravery when he warned Dr. Fauci against mandates.

“Those mandates have done more to demolish public trust in public health than any single action by public health officials in my professional career, including diminishing public trust in all vaccines.” Dr. Bhattacharya, a frequent critic of the U.S. response to COVID-19, told The Epoch Times via email. “It was risky for Dr. Memoli to speak publicly since he works at the NIH, and the culture of the NIH punishes those who cross powerful scientific bureaucrats like Dr. Fauci or his former boss, Dr. Francis Collins.”

Tyler Durden Mon, 03/11/2024 - 17:40

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Trump “Clearly Hasn’t Learned From His COVID-Era Mistakes”, RFK Jr. Says

Trump "Clearly Hasn’t Learned From His COVID-Era Mistakes", RFK Jr. Says

Authored by Jeff Louderback via The Epoch Times (emphasis ours),

President…

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Trump "Clearly Hasn't Learned From His COVID-Era Mistakes", RFK Jr. Says

Authored by Jeff Louderback via The Epoch Times (emphasis ours),

President Joe Biden claimed that COVID vaccines are now helping cancer patients during his State of the Union address on March 7, but it was a response on Truth Social from former President Donald Trump that drew the ire of independent presidential candidate Robert F. Kennedy Jr.

Robert F. Kennedy Jr. holds a voter rally in Grand Rapids, Mich., on Feb. 10, 2024. (Mitch Ranger for The Epoch Times)

During the address, President Biden said: “The pandemic no longer controls our lives. The vaccines that saved us from COVID are now being used to help beat cancer, turning setback into comeback. That’s what America does.”

President Trump wrote: “The Pandemic no longer controls our lives. The VACCINES that saved us from COVID are now being used to help beat cancer—turning setback into comeback. YOU’RE WELCOME JOE. NINE-MONTH APPROVAL TIME VS. 12 YEARS THAT IT WOULD HAVE TAKEN YOU.”

An outspoken critic of President Trump’s COVID response, and the Operation Warp Speed program that escalated the availability of COVID vaccines, Mr. Kennedy said on X, formerly known as Twitter, that “Donald Trump clearly hasn’t learned from his COVID-era mistakes.”

“He fails to recognize how ineffective his warp speed vaccine is as the ninth shot is being recommended to seniors. Even more troubling is the documented harm being caused by the shot to so many innocent children and adults who are suffering myocarditis, pericarditis, and brain inflammation,” Mr. Kennedy remarked.

“This has been confirmed by a CDC-funded study of 99 million people. Instead of bragging about its speedy approval, we should be honestly and transparently debating the abundant evidence that this vaccine may have caused more harm than good.

“I look forward to debating both Trump and Biden on Sept. 16 in San Marcos, Texas.”

Mr. Kennedy announced in April 2023 that he would challenge President Biden for the 2024 Democratic Party presidential nomination before declaring his run as an independent last October, claiming that the Democrat National Committee was “rigging the primary.”

Since the early stages of his campaign, Mr. Kennedy has generated more support than pundits expected from conservatives, moderates, and independents resulting in speculation that he could take votes away from President Trump.

Many Republicans continue to seek a reckoning over the government-imposed pandemic lockdowns and vaccine mandates.

President Trump’s defense of Operation Warp Speed, the program he rolled out in May 2020 to spur the development and distribution of COVID-19 vaccines amid the pandemic, remains a sticking point for some of his supporters.

Vice President Mike Pence (L) and President Donald Trump deliver an update on Operation Warp Speed in the Rose Garden of the White House in Washington on Nov. 13, 2020. (Mandel Ngan/AFP via Getty Images)

Operation Warp Speed featured a partnership between the government, the military, and the private sector, with the government paying for millions of vaccine doses to be produced.

President Trump released a statement in March 2021 saying: “I hope everyone remembers when they’re getting the COVID-19 Vaccine, that if I wasn’t President, you wouldn’t be getting that beautiful ‘shot’ for 5 years, at best, and probably wouldn’t be getting it at all. I hope everyone remembers!”

President Trump said about the COVID-19 vaccine in an interview on Fox News in March 2021: “It works incredibly well. Ninety-five percent, maybe even more than that. I would recommend it, and I would recommend it to a lot of people that don’t want to get it and a lot of those people voted for me, frankly.

“But again, we have our freedoms and we have to live by that and I agree with that also. But it’s a great vaccine, it’s a safe vaccine, and it’s something that works.”

On many occasions, President Trump has said that he is not in favor of vaccine mandates.

An environmental attorney, Mr. Kennedy founded Children’s Health Defense, a nonprofit that aims to end childhood health epidemics by promoting vaccine safeguards, among other initiatives.

Last year, Mr. Kennedy told podcaster Joe Rogan that ivermectin was suppressed by the FDA so that the COVID-19 vaccines could be granted emergency use authorization.

He has criticized Big Pharma, vaccine safety, and government mandates for years.

Since launching his presidential campaign, Mr. Kennedy has made his stances on the COVID-19 vaccines, and vaccines in general, a frequent talking point.

“I would argue that the science is very clear right now that they [vaccines] caused a lot more problems than they averted,” Mr. Kennedy said on Piers Morgan Uncensored last April.

“And if you look at the countries that did not vaccinate, they had the lowest death rates, they had the lowest COVID and infection rates.”

Additional data show a “direct correlation” between excess deaths and high vaccination rates in developed countries, he said.

President Trump and Mr. Kennedy have similar views on topics like protecting the U.S.-Mexico border and ending the Russia-Ukraine war.

COVID-19 is the topic where Mr. Kennedy and President Trump seem to differ the most.

Former President Donald Trump intended to “drain the swamp” when he took office in 2017, but he was “intimidated by bureaucrats” at federal agencies and did not accomplish that objective, Mr. Kennedy said on Feb. 5.

Speaking at a voter rally in Tucson, where he collected signatures to get on the Arizona ballot, the independent presidential candidate said President Trump was “earnest” when he vowed to “drain the swamp,” but it was “business as usual” during his term.

John Bolton, who President Trump appointed as a national security adviser, is “the template for a swamp creature,” Mr. Kennedy said.

Scott Gottlieb, who President Trump named to run the FDA, “was Pfizer’s business partner” and eventually returned to Pfizer, Mr. Kennedy said.

Mr. Kennedy said that President Trump had more lobbyists running federal agencies than any president in U.S. history.

“You can’t reform them when you’ve got the swamp creatures running them, and I’m not going to do that. I’m going to do something different,” Mr. Kennedy said.

During the COVID-19 pandemic, President Trump “did not ask the questions that he should have,” he believes.

President Trump “knew that lockdowns were wrong” and then “agreed to lockdowns,” Mr. Kennedy said.

He also “knew that hydroxychloroquine worked, he said it,” Mr. Kennedy explained, adding that he was eventually “rolled over” by Dr. Anthony Fauci and his advisers.

President Donald Trump greets the crowd before he leaves at the Operation Warp Speed Vaccine Summit in Washington on Dec. 8, 2020. (Tasos Katopodis/Getty Images)

MaryJo Perry, a longtime advocate for vaccine choice and a Trump supporter, thinks votes will be at a premium come Election Day, particularly because the independent and third-party field is becoming more competitive.

Ms. Perry, president of Mississippi Parents for Vaccine Rights, believes advocates for medical freedom could determine who is ultimately president.

She believes that Mr. Kennedy is “pulling votes from Trump” because of the former president’s stance on the vaccines.

“People care about medical freedom. It’s an important issue here in Mississippi, and across the country,” Ms. Perry told The Epoch Times.

“Trump should admit he was wrong about Operation Warp Speed and that COVID vaccines have been dangerous. That would make a difference among people he has offended.”

President Trump won’t lose enough votes to Mr. Kennedy about Operation Warp Speed and COVID vaccines to have a significant impact on the election, Ohio Republican strategist Wes Farno told The Epoch Times.

President Trump won in Ohio by eight percentage points in both 2016 and 2020. The Ohio Republican Party endorsed President Trump for the nomination in 2024.

“The positives of a Trump presidency far outweigh the negatives,” Mr. Farno said. “People are more concerned about their wallet and the economy.

“They are asking themselves if they were better off during President Trump’s term compared to since President Biden took office. The answer to that question is obvious because many Americans are struggling to afford groceries, gas, mortgages, and rent payments.

“America needs President Trump.”

Multiple national polls back Mr. Farno’s view.

As of March 6, the RealClearPolitics average of polls indicates that President Trump has 41.8 percent support in a five-way race that includes President Biden (38.4 percent), Mr. Kennedy (12.7 percent), independent Cornel West (2.6 percent), and Green Party nominee Jill Stein (1.7 percent).

A Pew Research Center study conducted among 10,133 U.S. adults from Feb. 7 to Feb. 11 showed that Democrats and Democrat-leaning independents (42 percent) are more likely than Republicans and GOP-leaning independents (15 percent) to say they have received an updated COVID vaccine.

The poll also reported that just 28 percent of adults say they have received the updated COVID inoculation.

The peer-reviewed multinational study of more than 99 million vaccinated people that Mr. Kennedy referenced in his X post on March 7 was published in the Vaccine journal on Feb. 12.

It aimed to evaluate the risk of 13 adverse events of special interest (AESI) following COVID-19 vaccination. The AESIs spanned three categories—neurological, hematologic (blood), and cardiovascular.

The study reviewed data collected from more than 99 million vaccinated people from eight nations—Argentina, Australia, Canada, Denmark, Finland, France, New Zealand, and Scotland—looking at risks up to 42 days after getting the shots.

Three vaccines—Pfizer and Moderna’s mRNA vaccines as well as AstraZeneca’s viral vector jab—were examined in the study.

Researchers found higher-than-expected cases that they deemed met the threshold to be potential safety signals for multiple AESIs, including for Guillain-Barre syndrome (GBS), cerebral venous sinus thrombosis (CVST), myocarditis, and pericarditis.

A safety signal refers to information that could suggest a potential risk or harm that may be associated with a medical product.

The study identified higher incidences of neurological, cardiovascular, and blood disorder complications than what the researchers expected.

President Trump’s role in Operation Warp Speed, and his continued praise of the COVID vaccine, remains a concern for some voters, including those who still support him.

Krista Cobb is a 40-year-old mother in western Ohio. She voted for President Trump in 2020 and said she would cast her vote for him this November, but she was stunned when she saw his response to President Biden about the COVID-19 vaccine during the State of the Union address.

I love President Trump and support his policies, but at this point, he has to know they [advisers and health officials] lied about the shot,” Ms. Cobb told The Epoch Times.

“If he continues to promote it, especially after all of the hearings they’ve had about it in Congress, the side effects, and cover-ups on Capitol Hill, at what point does he become the same as the people who have lied?” Ms. Cobb added.

“I think he should distance himself from talk about Operation Warp Speed and even admit that he was wrong—that the vaccines have not had the impact he was told they would have. If he did that, people would respect him even more.”

Tyler Durden Mon, 03/11/2024 - 17:00

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Mathematicians use AI to identify emerging COVID-19 variants

Scientists at The Universities of Manchester and Oxford have developed an AI framework that can identify and track new and concerning COVID-19 variants…

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Scientists at The Universities of Manchester and Oxford have developed an AI framework that can identify and track new and concerning COVID-19 variants and could help with other infections in the future.

Credit: source: https://phil.cdc.gov/Details.aspx?pid=23312

Scientists at The Universities of Manchester and Oxford have developed an AI framework that can identify and track new and concerning COVID-19 variants and could help with other infections in the future.

The framework combines dimension reduction techniques and a new explainable clustering algorithm called CLASSIX, developed by mathematicians at The University of Manchester. This enables the quick identification of groups of viral genomes that might present a risk in the future from huge volumes of data.

The study, presented this week in the journal PNAS, could support traditional methods of tracking viral evolution, such as phylogenetic analysis, which currently require extensive manual curation.

Roberto Cahuantzi, a researcher at The University of Manchester and first and corresponding author of the paper, said: “Since the emergence of COVID-19, we have seen multiple waves of new variants, heightened transmissibility, evasion of immune responses, and increased severity of illness.

“Scientists are now intensifying efforts to pinpoint these worrying new variants, such as alpha, delta and omicron, at the earliest stages of their emergence. If we can find a way to do this quickly and efficiently, it will enable us to be more proactive in our response, such as tailored vaccine development and may even enable us to eliminate the variants before they become established.”

Like many other RNA viruses, COVID-19 has a high mutation rate and short time between generations meaning it evolves extremely rapidly. This means identifying new strains that are likely to be problematic in the future requires considerable effort.

Currently, there are almost 16 million sequences available on the GISAID database (the Global Initiative on Sharing All Influenza Data), which provides access to genomic data of influenza viruses.

Mapping the evolution and history of all COVID-19 genomes from this data is currently done using extremely large amounts of computer and human time.

The described method allows automation of such tasks. The researchers processed 5.7 million high-coverage sequences in only one to two days on a standard modern laptop; this would not be possible for existing methods, putting identification of concerning pathogen strains in the hands of more researchers due to reduced resource needs.

Thomas House, Professor of Mathematical Sciences at The University of Manchester, said: “The unprecedented amount of genetic data generated during the pandemic demands improvements to our methods to analyse it thoroughly. The data is continuing to grow rapidly but without showing a benefit to curating this data, there is a risk that it will be removed or deleted.

“We know that human expert time is limited, so our approach should not replace the work of humans all together but work alongside them to enable the job to be done much quicker and free our experts for other vital developments.”

The proposed method works by breaking down genetic sequences of the COVID-19 virus into smaller “words” (called 3-mers) represented as numbers by counting them. Then, it groups similar sequences together based on their word patterns using machine learning techniques.

Stefan Güttel, Professor of Applied Mathematics at the University of Manchester, said: “The clustering algorithm CLASSIX we developed is much less computationally demanding than traditional methods and is fully explainable, meaning that it provides textual and visual explanations of the computed clusters.”

Roberto Cahuantzi added: “Our analysis serves as a proof of concept, demonstrating the potential use of machine learning methods as an alert tool for the early discovery of emerging major variants without relying on the need to generate phylogenies.

“Whilst phylogenetics remains the ‘gold standard’ for understanding the viral ancestry, these machine learning methods can accommodate several orders of magnitude more sequences than the current phylogenetic methods and at a low computational cost.”


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