^^^^^^
That article --
not a study, mind you -- is a good example of how bias, confounders, and faulty source data can present a scenario that, more often than not, does not reflect reality [
arstechnica sharing that piece with no qualifiers at all is not surprising]. Of course, one can argue the same for those raising flags about mRNA product harms. As such, I share these added perspectives, specific to the above-cited study, as additional consideration for the discerning minds among us. Note: the author of the first substack piece below editorializes quite a bit, but his findings and conclusions are sound, at least as far as interpreting the quality of the data presented in the
article in question:
https://lawhealthandtech.substack.com/p/and-so-onFirst, about the author of the above piece, per his Twitter handle:
Dr Jonathan Engler MB ChB DipPharmMed LLB
@jengleruk
Medically and legally qualified. Dad to 4 “adult” kids, grandpa to one, husband. The dystopian Covid response is an existential threat to everything we value.
The piece itself:
Mr Law, Health and Technology
Feb 21
Today I have just been linked to yet another one of these incredible articles [1] being used by Covidians to claim that Covid-19 infection is worse for your cardiac health than the vaccines.
[1]
https://twitter.com/joshg99/status/1627985971835768832Josh Guetzkow
@joshg99
New "study" making the rounds alleging to show COVID jabs protect against major cardiovascular events is another steaming pile of garbage & uses synthetic data paid for by BMGF [Bill & Melinda Gates Foundation].
Only 12% of the synthetic patient population have ever been jabbed. WTF?
The Article
This nonsense
appeared as a ‘Letter’ in the Journal of the Americal College of Cardiology. Presumably it was submitted as a letter to bypass peer review - as such letters are usually only proof read by the editors of a journal.

Note the comment in the above…
Letters should not be used to introduce new materials. Yet, this is exactly what this letter from Joy Jiang and the N3C consortium does.

But wait… as Bret Weinstein would say, it’s even worse than that…
DissectionI am not even going to bother dissecting the statistics or findings made in this ‘letter’ because, while they are full of errors, there is something even more glaring that renders this paper as complete rubbish and not worthy of your attention…
The Data SourceThe data source for this ‘letter’ was the National Covid Cohort Collaborative or N3C.

What, you may ask, is N3C?

N3C is advertised as being an aggregate data source for Covid data developed and run by the NIH… except all is not quite as it seems.
N3C is actually funded by the Bill and Melinda Gates Foundation and whilst run by NIH, is partnered with Syntegra - a purveyor of purely synthetic health records data. Syntegra themselves are also funded by the Bill and Melinda Gates Foundation…
Even better, the lead author of the ‘Letter’ - Joy Jiang, only has a Bachelor’s degree (yes, she is currently studying towards her MD and PhD) and, I am also told this morning,
she was one of the talents in the Cathay’s Connected World fundraiser that raised money for… you guessed it, the Bill and Melinda Gates Foundation.
Are you starting to see what’s going on here?
Every day they are trying to brainwash and gaslight us into believing that people affected by vaccine injuries were actually harmed by Covid-19. They are so desperate to get headlines proclaiming that the disease, and not the failed cure, is the problem.
...
Further:
@jengleruk
·
Feb 21
Aside from the data origin issue, this seems to say:
"we are aware that cardiac events have been reported within a few days of vaccine so we exclude the 14 days after injection to avoid survivorship bias"A more insane design would be hard to find.

@fishfishjump
·
Feb 22
Replying to @jengleruk
Is there a reason why the sample size for vaccinated individuals are so small? The size for unvaccinated to partial and fully vaccinated is about 8.6x. Does this reflect true population?
@jengleruk
Replying to @fishfishjump
Yes, that has been noticed too. The whole study looks like it's based on heavily "curated" data.
https://twitter.com/jengleruk/status/16 ... 56640?s=20Another doctor chimes in:
Andrew Bostom, MD, MS
@andrewbostom
Replying to @celinegounder
There was no evaluation of (likely major) effect modification by prior infection/natural immunity, & curiously, the only truly unconfounded data, i.e., RCT data from the Pfizer & Moderna C19 vax mRNA trials have an opposite signal of increased CoViD death risk
https://papers.ssrn.com/sol3/papers.cfm ... id=4072489
https://twitter.com/andrewbostom/status ... 72259?s=20While I'm here, we should also include this recent paper which includes
FAUCI as a co-author (I believe Grizzly linked this in the mRNA thread as well):
https://www.cell.com/cell-host-microbe/ ... 31-3128(22)00572-8
PERSPECTIVE| VOLUME 31, ISSUE 1, P146-157, JANUARY 11, 2023
Rethinking next-generation vaccines for coronaviruses, influenza viruses, and other respiratory viruses
David M. Morens
Jeffery K. Taubenberger
Anthony S. Fauci

They can fool (an apparently large contingent) much of the time, but they will never fool all the people all of the time. And the number of people waking up to the parlor tricks grow with each passing month. Unfortunately, it seems there remain, even here, a subset that refuse to own up to how badly they've been played. In time, perhaps.