Brownstone Institute
Modeling Gone Bad
From the Brownstone Institute
BY
A new paper documents that the pre-vaccination case fatality rate was extremely low in the non-elderly population.
Age-stratified infection fatality rate of COVID-19 in the non-elderly population
Environmental Research, Volume 216, Part 3, 1 January 2023, 114655
Abstract
The largest burden of COVID-19 is carried by the elderly, and persons living in nursing homes are particularly vulnerable. However, 94% of the global population is younger than 70 years and 86% is younger than 60 years. The objective of this study was to accurately estimate the infection fatality rate (IFR) of COVID-19 among non-elderly people in the absence of vaccination or prior infection. In systematic searches in SeroTracker and PubMed (protocol: https://osf.io/xvupr), we identified 40 eligible national seroprevalence studies covering 38 countries with pre-vaccination seroprevalence data. For 29 countries (24 high-income, 5 others), publicly available age-stratified COVID-19 death data and age-stratified seroprevalence information were available and were included in the primary analysis. The IFRs had a median of 0.034% (interquartile range (IQR) 0.013–0.056%) for the 0–59 years old population, and 0.095% (IQR 0.036–0.119%) for the 0–69 years old. The median IFR was 0.0003% at 0–19 years, 0.002% at 20–29 years, 0.011% at 30–39 years, 0.035% at 40–49 years, 0.123% at 50–59 years, and 0.506% at 60–69 years. IFR increases approximately 4 times every 10 years. Including data from another 9 countries with imputed age distribution of COVID-19 deaths yielded median IFR of 0.025–0.032% for 0–59 years and 0.063–0.082% for 0–69 years. Meta-regression analyses also suggested global IFR of 0.03% and 0.07%, respectively in these age groups.
The current analysis suggests a much lower pre-vaccination IFR in non-elderly populations than previously suggested.
Large differences did exist between countries and may reflect differences in comorbidities and other factors. These estimates provide a baseline from which to fathom further IFR declines with the widespread use of vaccination, prior infections, and evolution of new variants.
From the data above, Median infection fatality rate (IFR) during the PRE-VACCINATION ERA was:
- 0.0003% at 0–19 years
- 0.002% at 20–29 years
- 0.011% at 30–39 years
- 0.035% at 40–49 years
- 0.123% at 50–59 years
- 0.506% at 60–69 years
- 0.034% for people aged 0–59 years people
- .095% for those aged 0–69 years.
These IFR estimates in the non-elderly population are much lower than previous calculations and models had suggested.
Does anyone remember back to early 2020? The dire predictions of a global disaster – of a case fatality rate and of an infectivity rate (R0) that were unheard of in modern times for a respiratory disease? The predictions were that the “novel coronavirus,” as it was called then, was going to be the next Spanish flu. That the only solution was for entire nations to lockdown. This was the modeling that caused governments worldwide to panic. This was the modeling that caused the legacy media to melt down.
One scientist who clearly led this effort and led the world astray with his dire forecasting, was Neil Ferguson, PhD of Imperial College.
Ferguson’s team at Imperial College London has claimed credit for saving millions of lives through the lockdown policies that implemented his models. It is the Imperial College models that projected millions of deaths in the first year in the UK, if stringent lockdowns were not implemented. Once implemented, Ferguson and Imperial college quickly took credit for the “success” of lockdowns.
The estimate of 3.1 million lives saved by Dr. Ferguson was derived from a thoroughly “ludicrous unscientific exercise, whereby they purported to validate their model by using their own hypothetical projections as a counterfactual of what would happen without lockdowns.” Other models and real-world data have discredited Ferguson’s models, but the damage was done. Lockdowns, quarantines, masking, poorly-tested EUA products – such as experimental vaccines have taken their toll on all of us. In the end, what, if any of them were necessary?
Elon Musk calls Ferguson an “utter tool” who does “absurdly fake science.” Jay Schnitzer, an expert in vascular biology and a former scientific direct of the Sidney Kimmel Cancer Center in San Diego, tells me: “I’m normally reluctant to say this about a scientist, but he dances on the edge of being a publicity-seeking charlatan” (National Review).
Again and again, year and year, decade after decade, the NHS and world governments, including our own, have turned to Dr. Ferguson for infectious disease modeling. Ferguson gives them what they want. A reason for the bureaucrats, the administrative state to once more step up and be important. One of his doom-and-gloom models can increase federal disaster preparedness budgets to astronomical proportions. That is raw power for the lowly public health official. What is not to like?
Except for a singular factoid:
Ferguson’s predictions of sky-high high case fatality rates were grossly exaggerated.
The lockdowns were a complete and utter failure.
But this is not Ferguson’s first failed infectious disease modeling stumble upon the world stage. These are two examples of his earlier predictions:
- Ferguson predicted that up to 150 million people could be killed from bird flu during the 2005 outbreak. This prediction was off by an astounding amount, with a grand total of 282 people dying worldwide from the disease between 2003 and 2009.
- In 2009, one of Ferguson’s models predicted 65,000 people could die from the Swine Flu outbreak in the UK — the final figure was below 500. This modeling was what caused so many public health officials to panic, and create a worldwide panic of officials and the populace.
So, why did Boris Johnson and our government turn to his models for guidance early on in the COVID crisis? Why did they accept Ferguson’s assertions that lockdowns would work, without any evidence or public policy guidance indicating that such draconian measures would have any impact whatsoever?
Were they just that naive?
Here is where it gets even crazier. There are those who passionately argue that the modeling that Ferguson did back in early 2020 is proof that 1) the “non-pharmaceutical interventions (lockdowns and masks) worked because (circular logic here) his modeling predictions didn’t come true and 2) that the vaccines worked beyond all measure because again, his modeling predictions didn’t come true.
Yet, here we are. An important new paper (discussed above) documenting that the pre-vaccination case fatality rate was extremely low in the non-elderly population. That means more evidence the Ferguson’s models were wrong (again) and what do we hear from the state-sponsored media?
Crickets.
A colleague of mine who is in the US Senate reported back to me recently that Republican senators were high-fiving each other about the success of Warp-speed based on Ferguson’s modeling data in a recently paper.
You can’t make this stuff up.
Republished from the author’s Substack.
Brownstone Institute
If Trump Wins
From the Brownstone Institute
By
How will he organize the “deportation” of illegal migrants? In the best case, it will be difficult. There will be scuffles and chases. Critics will charge the new Administration as cruel and worse. How much stomach will Republicans have for a messy process?
Trump enjoys the momentum. Four of the most recent major national polls show him up 2 to 3%, while Democratic-friendly outlets like the New York Times and CNN both show a TIE race in their final surveys. The 2016 and 2020 elections were razor close even though Clinton (5%) and Biden (8%) had solid polling leads at this point. We need to contemplate a Trump win not only in the electoral college but also in the popular vote.
Here are some thoughts:
- JD Vance ascendant, obviously. Big implications for the Republican trajectory.
- Will Trump replace Fed chairman Jay Powell? Or merely jawbone for a change in policy? In a new CNBC interview, former Fed governor Kevin Warsh argues that the Fed has juiced both the stock market and inflation. Would reducing inflation, which Trump has promised, automatically therefore lead to a stock market correction and economic slowdown? Not necessarily. If Trump unleashes productive economic activity and Congress ends the fiscal blowout, the Fed could normalize monetary policy without causing a major economic slump.
- Will Trump impose the broad and deep tariffs he proposed? Or will he mostly threaten them as a bargaining tool with China? I’m betting on some of the former but more of the latter. We notice, however, Trump allies are floating a trial balloon to replace income taxes with tariffs. As impractical and improbable as that may be, we’re glad to see the mention of radical tax reform reemerge after too long an absence from the national discussion.
- How will he organize the “deportation” of illegal migrants? In the best case, it will be difficult. There will be scuffles and chases. Critics will charge the new Administration as cruel and worse. How much stomach will Republicans have for a messy process? One idea would be to offer a “reverse amnesty” – if you leave peacefully and agree not to return illegally, we will forgive your previous illegal entry(s) and minor violations. This would incentivize self-identification and quiet departure. Plus it would help authorities track those leaving. Would migrant departures truly hit the economy, as critics charge? We doubt large effects. Substantial native populations are still underemployed or absent from the workforce.
- We should expect a major retrenchment of regulatory intrusions across the economy – from energy to crypto. Combined with recent Supreme Court action, such as the Chevron reversal, and assisted by the Elon Musk’s substance and narrative, it could be a regulatory renaissance. Extension of the 2017 tax cuts also becomes far more likely.
- Trump has never worried much about debt, deficits, or spending. But he’s tapped Elon Musk as government efficiency czar. It’s an orthogonal approach to spending reform instead of the traditional (and unsuccessful) Paul Ryan playbook. Can this good cop-bad cop duo at the very least return out-of-control outlays to a pre-Covid path? Can they at least cancel purely kleptocratic programs, such as the $370-billion Green Energy slush funds? Might they go even further – leveraging the unpopular spending explosion and resulting inflation to achieve more revolutionary effects on government spending and reach? Or will the powerful and perennial forces of government expansion win yet again, sustaining a one-way ratchet not even Elon can defeat?
- What if the economy turns south? One catalyst might be the gigantic unrealized bond losses on bank balance sheets; another might be commercial real estate collapse. Although reported GDP growth has been okay, the inflation hangover is helping Trump win on the economy. But many believe the post-pandemic economic expansion is merely a sugar-high and has already lasted longer than expected. A downturn early in Trump’s term could complicate many of his plans.
- How will NATO and its transatlantic network respond? Or more generally, what will the neocon and neoliberal hawks, concentrated in DC and the media, but little loved otherwise, do? Does this item from Anne Applebaum — arguing Trump resembles Hitler, Mussolini, and Stalin all rolled into one — portend continued all-out war on prudent foreign policy? Or will they adopt a more sophisticated approach? If the neocons move wholesale and formally (back) into the Democratic fold, how long will the coalition of wokes and militarists hold? On the economic front, Europe, already underperforming vis-a-vis the US, will fall even further behind without big changes. Reformers should gain at the expense of the transatlantic WEF-style bureaucrats.
- Can Trump avoid another internal sabotage of his Administration? Before then, if the election results are tight, will the Democrats seek to complicate or even block his inauguration? Can he win approval for his appointees in the Senate? Can he clean house across the vast public agencies? How long will it take to recruit, train, and reinvigorate talented military leadership, which we chased away in recent years? And how will Trump counter – and avoid overreacting to – taunts, riots, unrest, and lawfare, designed to bolster the case he’s an authoritarian?
- Will the Democrats reorient toward the center, a la Bill Clinton? Or will the blinding hatred of Trump fuel yet more radicalism? Orthodox political thinking suggests a moderation. Especially if Trump wins the popular vote, or comes close, pragmatic Democrats will counsel a reformation. James Carville, for example, already complains that his party careened recklessly away from male voters. And Trump’s apparent pickups among Black and Latino voters complicate the Democrats’ longstanding identity-focused strategy. Other incentives might push toward continued belligerence and extreme wokeness, however, and thus an intra-party war.
- Will the half of the country which inexplicably retains any confidence in the legacy media at least begin rethinking its information diet and filters? Or has the infowarp inflicted permanent damage?
- Will big business, which shifted hard toward Democrats over the last 15 years, recalibrate toward the GOP? Parts of Silicon Valley over the last year began a reorientation — e.g. Elon Musk, Marc Andreessen, David Sacks, and before them, Peter Thiel in 2016. But those are the entrepreneurs. In the receding past, businesses large and small generally lined up against government overreach. Then Big Business and Big Government merged. Now, a chief divide is between politically-enmeshed bureaucratic businesses and entrepreneurial ones. Does the GOP even want many of the big guys back? The GOP’s new alignment with “Little Tech” is an exciting development, especially after being shut out of Silicon Valley for the last two decades.
- Industry winners: traditional energy, nuclear energy, Little Tech. Industry losers: Green Energy, Big Tech, Big Pharma, Big Food. Individual winners: X (nee Twitter), Elon Musk, RFK, Jr.
- How will the Censorship Industrial Complex react? A Trump win will pose both a symbolic and operational blow to governmental, non-governmental, old media, and new media outlets determined to craft and control facts and narratives. It will complicate their mission, funding, and organizational web. Will they persist in their “mis/disinformation” framing and their badgering of old media and social media companies to moderate content aggressively? Or will they devise a new strategy? A.I. is pretty clearly the next frontier in the information wars. How will those who propagandize and rewire human minds attempt to program and prewire artificial ones?
- How will Trump integrate RFK, Jr. and his movement? Will RFK, Jr. achieve real influence, especially on health issues? Big Pharma and Big Public Health will wage a holy war to block reforms in general and accountability for Covid mistakes in particular.
- Trump has promised to end the war between Russia and Ukraine. On one hand, it should be easy. Despite what you hear from DC media and think tanks, Ukraine is losing badly. Hundreds of thousands are dead, and its military is depleted and faltering. Ukraine should want a deal quickly, before it loses yet more people and territory. Russia, meanwhile, always said it wants a deal, even before the war started, focusing on Ukrainian neutrality. Why Ukrainian neutrality should bother the US was always a mystery. And yet even critics of the West’s support for Ukraine, who want an agreement, think it will be difficult to achieve. The Western foreign policy establishment has invested too much credibility and emotion. It will charge “appeasement” and “betrayal” and make any deal difficult for Trump. Russia, meanwhile, has secured so much territory and now has Odessa and Kharkiv in its sights. Putin will not be eager to accept a deal he would have taken in 2021 or before. The far better path for all involved was a pre-war agreement, or the one negotiated but scuttled in April 2022.
- What if A.I. launches a new productivity boom, enabled by an agenda of energy abundance, including a nuclear power revival? The economic tailwinds could remake politics even more than we currently see.
- Can Trump, having run and won his last campaign, consolidate gains by reaching out and uniting the portions of the country willing to take an extended hand?
Republished from the author’s Substack
Brownstone Institute
They Are Scrubbing the Internet Right Now
From the Brownstone Institute
By
For the first time in 30 years, we have gone a long swath of time – since October 8-10 – since this service has chronicled the life of the Internet in real time.
Instances of censorship are growing to the point of normalization. Despite ongoing litigation and more public attention, mainstream social media has been more ferocious in recent months than ever before. Podcasters know for sure what will be instantly deleted and debate among themselves over content in gray areas. Some like Brownstone have given up on YouTube in favor of Rumble, sacrificing vast audiences if only to see their content survive to see the light of day.
It’s not always about being censored or not. Today’s algorithms include a range of tools that affect searchability and findability. For example, the Joe Rogan interview with Donald Trump racked up an astonishing 34 million views before YouTube and Google tweaked their search engines to make it hard to discover, while even presiding over a technical malfunction that disabled viewing for many people. Faced with this, Rogan went to the platform X to post all three hours.
Navigating this thicket of censorship and quasi-censorship has become part of the business model of alternative media.
Those are just the headline cases. Beneath the headlines, there are technical events taking place that are fundamentally affecting the ability of any historian even to look back and tell what is happening. Incredibly, the service Archive.org which has been around since 1994 has stopped taking images of content on all platforms. For the first time in 30 years, we have gone a long swath of time – since October 8-10 – since this service has chronicled the life of the Internet in real time.
As of this writing, we have no way to verify content that has been posted for three weeks of October leading to the days of the most contentious and consequential election of our lifetimes. Crucially, this is not about partisanship or ideological discrimination. No websites on the Internet are being archived in ways that are available to users. In effect, the whole memory of our main information system is just a big black hole right now.
The trouble on Archive.org began on October 8, 2024, when the service was suddenly hit with a massive Denial of Service attack (DDOS) that not only took down the service but introduced a level of failure that nearly took it out completely. Working around the clock, Archive.org came back as a read-only service where it stands today. However, you can only read content that was posted before the attack. The service has yet to resume any public display of mirroring of any sites on the Internet.
In other words, the only source on the entire World Wide Web that mirrors content in real time has been disabled. For the first time since the invention of the web browser itself, researchers have been robbed of the ability to compare past with future content, an action that is a staple of researchers looking into government and corporate actions.
It was using this service, for example, that enabled Brownstone researchers to discover precisely what the CDC had said about Plexiglas, filtration systems, mail-in ballots, and rental moratoriums. That content was all later scrubbed off the live Internet, so accessing archive copies was the only way we could know and verify what was true. It was the same with the World Health Organization and its disparagement of natural immunity which was later changed. We were able to document the shifting definitions thanks only to this tool which is now disabled.
What this means is the following: Any website can post anything today and take it down tomorrow and leave no record of what they posted unless some user somewhere happened to take a screenshot. Even then there is no way to verify its authenticity. The standard approach to know who said what and when is now gone. That is to say that the whole Internet is already being censored in real time so that during these crucial weeks, when vast swaths of the public fully expect foul play, anyone in the information industry can get away with anything and not get caught.
We know what you are thinking. Surely this DDOS attack was not a coincidence. The time was just too perfect. And maybe that is right. We just do not know. Does Archive.org suspect something along those lines? Here is what they say:
Last week, along with a DDOS attack and exposure of patron email addresses and encrypted passwords, the Internet Archive’s website javascript was defaced, leading us to bring the site down to access and improve our security. The stored data of the Internet Archive is safe and we are working on resuming services safely. This new reality requires heightened attention to cyber security and we are responding. We apologize for the impact of these library services being unavailable.
Deep state? As with all these things, there is no way to know, but the effort to blast away the ability of the Internet to have a verified history fits neatly into the stakeholder model of information distribution that has clearly been prioritized on a global level. The Declaration of the Future of the Internet makes that very clear: the Internet should be “governed through the multi-stakeholder approach, whereby governments and relevant authorities partner with academics, civil society, the private sector, technical community and others.” All of these stakeholders benefit from the ability to act online without leaving a trace.
To be sure, a librarian at Archive.org has written that “While the Wayback Machine has been in read-only mode, web crawling and archiving have continued. Those materials will be available via the Wayback Machine as services are secured.”
When? We do not know. Before the election? In five years? There might be some technical reasons but it might seem that if web crawling is continuing behind the scenes, as the note suggests, that too could be available in read-only mode now. It is not.
Disturbingly, this erasure of Internet memory is happening in more than one place. For many years, Google offered a cached version of the link you were seeking just below the live version. They have plenty of server space to enable that now, but no: that service is now completely gone. In fact, the Google cache service officially ended just a week or two before the Archive.org crash, at the end of September 2024.
Thus the two available tools for searching cached pages on the Internet disappeared within weeks of each other and within weeks of the November 5th election.
Other disturbing trends are also turning Internet search results increasingly into AI-controlled lists of establishment-approved narratives. The web standard used to be for search result rankings to be governed by user behavior, links, citations, and so forth. These were more or less organic metrics, based on an aggregation of data indicating how useful a search result was to Internet users. Put very simply, the more people found a search result useful, the higher it would rank. Google now uses very different metrics to rank search results, including what it considers “trusted sources” and other opaque, subjective determinations.
Furthermore, the most widely used service that once ranked websites based on traffic is now gone. That service was called Alexa. The company that created it was independent. Then one day in 1999, it was bought by Amazon. That seemed encouraging because Amazon was well-heeled. The acquisition seemed to codify the tool that everyone was using as a kind of metric of status on the web. It was common back in the day to take note of an article somewhere on the web and then look it up on Alexa to see its reach. If it was important, one would take notice, but if it was not, no one particularly cared.
This is how an entire generation of web technicians functioned. The system worked as well as one could possibly expect.
Then, in 2014, years after acquiring the ranking service Alexa, Amazon did a strange thing. It released its home assistant (and surveillance device) with the same name. Suddenly, everyone had them in their homes and would find out anything by saying “Hey Alexa.” Something seemed strange about Amazon naming its new product after an unrelated business it had acquired years earlier. No doubt there was some confusion caused by the naming overlap.
Here’s what happened next. In 2022, Amazon actively took down the web ranking tool. It didn’t sell it. It didn’t raise the prices. It didn’t do anything with it. It suddenly made it go completely dark.
No one could figure out why. It was the industry standard, and suddenly it was gone. Not sold, just blasted away. No longer could anyone figure out the traffic-based website rankings of anything without paying very high prices for hard-to-use proprietary products.
All of these data points that might seem unrelated when considered individually, are actually part of a long trajectory that has shifted our information landscape into unrecognizable territory. The Covid events of 2020-2023, with massive global censorship and propaganda efforts, greatly accelerated these trends.
One wonders if anyone will remember what it was once like. The hacking and hobbling of Archive.org underscores the point: there will be no more memory.
As of this writing, fully three weeks of web content have not been archived. What we are missing and what has changed is anyone’s guess. And we have no idea when the service will come back. It is entirely possible that it will not come back, that the only real history to which we can take recourse will be pre-October 8, 2024, the date on which everything changed.
The Internet was founded to be free and democratic. It will require herculean efforts at this point to restore that vision, because something else is quickly replacing it.
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