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Misinformation: tech companies are removing ‘harmful’ coronavirus content – but who decides what that means?

Misinformation: tech companies are removing ‘harmful’ coronavirus content – but who decides what that means?

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The “infodemic” of misinformation about coronavirus has made it difficult to distinguish accurate information from false and misleading advice. The major technology companies have responded to this challenge by taking the unprecedented move of working together to combat misinformation about COVID-19.

Part of this initiative involves promoting content from government healthcare agencies and other authoritative sources, and introducing measures to identify and remove content that could cause harm. For example, Twitter has broadened its definition of harm to address content that contradicts guidance from authoritative sources of public health information.

Facebook has hired extra fact-checking services to remove misinformation that could lead to imminent physical harm. YouTube has published a COVID-19 Medical Misinformation Policy that disallows “content about COVID-19 that poses a serious risk of egregious harm”.

The problem with this approach is that there is no common understanding of what constitutes harm. The different ways these companies define harm can produce very different results, which undermines public trust in the capacity for tech firms to moderate health information. As we argue in a recent research paper, to address this problem these companies need to be more consistent in how they define harm and more transparent in how they respond to it.

Science is subject to change

A key problem with evaluating health misinformation during the pandemic has been the novelty of the virus. There’s still much we don’t know about COVID-19, and much of what we think we know is likely to change based on emerging findings and new discoveries. This has a direct impact on what content is considered harmful.

The pressure for scientists to produce and share their findings during the pandemic can also undermine the quality of scientific research. Pre-print servers allow scientists to rapidly publish research before it is reviewed. High-quality randomised controlled trials take time. Several articles in peer-reviewed journals have been retracted due to unreliable data sources.

Even the World Health Organization (WHO) has changed its position on the transmission and prevention of the disease. For example, it didn’t begin recommending that healthy people wear face masks in public until June 5, “based on new scientific findings”.

Yet the major social media companies have pledged to remove claims that contradict guidance from the WHO. As a result, they could remove content that later turns out to be accurate.

This highlights the limits of basing harm policies on a single authoritative source. Change is intrinsic to the scientific method. Even authoritative advice is subject to debate, modification and revision.

Harm is political

Assessing harm in this way also fails to account for inconsistencies in public health messaging in different countries. For example, Sweden and New Zealand’s initial responses to COVID-19 were diametrically opposed, the former based on “herd immunity” and the latter aiming to eliminate the virus. Yet both were based on authoritative, scientific advice. Even within countries, public health policies differ at the state and national level and there is disagreement between scientific experts.

Exactly what is considered harmful can become politicised, as debates over the use of malaria drug hydroxychloroquine and ibuprofen as potential treatments for COVID-19 exemplify. What’s more, there are some questions that science cannot solely answer. For example, whether to prioritise public health or the economy. These are ethical considerations that remain highly contested.

Moderating online content inevitably involves arbitrating between competing interests and values. To respond to the speed and scale of user-generated content, social media moderation mostly relies on computer algorithms. Users are also able to flag or report potentially harmful content.

Despite being designed to reduce harm, these systems can be gamed by savvy users to generate publicity and distrust. This is particularly the case with disinformation campaigns, which seek to provoke fear, uncertainty and doubt.

Users can take advantage of the nuanced language around disease prevention and treatments. For example, personal anecdotes about “immune-boosting” diets and supplements can be misleading but difficult to verify. As a result, these claims don’t always fall under the definition of harm.

Similarly, the use of humour and taking content out of context (“the weaponisation of context”) are strategies commonly used to bypass content moderation. Internet memes, images and questions have also played a crucial role in generating distrust of mainstream science and politics during the pandemic and helped fuel conspiracy theories.

Transparency and trust

The vagueness and inconsistency of technology companies’ content moderation mean that some content and user accounts are demoted or removed while other arguably harmful content remains online. The “transparency reports” published by Twitter and Facebook only contain general statistics about country requests for content removal and little detail of what is removed and why.

This lack of transparency means these companies can’t be adequately held to account for the problems with their attempts to tackle misinformation, and the situation is unlikely to improve. For this reason, we believe tech companies should be required to publish details of their moderation algorithms and a record of the health misinformation removed. This would increase accountability and enable public debate where content or accounts appear to have been removed unfairly.

In addition, these companies should highlight claims that might not be overtly harmful but are potentially misleading or at odds with official advice. This kind of labelling would provide users with credible information with which to interpret these claims without suppressing debate.

Through greater consistency and transparency in their moderation, technology companies will provide more reliable content and increase public trust – something that has never been more important.

The authors do not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and have disclosed no relevant affiliations beyond their academic appointment.

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US Spent More Than Double What It Collected In February, As 2024 Deficit Is Second Highest Ever… And Debt Explodes

US Spent More Than Double What It Collected In February, As 2024 Deficit Is Second Highest Ever… And Debt Explodes

Earlier today, CNBC’s…

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US Spent More Than Double What It Collected In February, As 2024 Deficit Is Second Highest Ever... And Debt Explodes

Earlier today, CNBC's Brian Sullivan took a horse dose of Red Pills when, about six months after our readers, he learned that the US is issuing $1 trillion in debt every 100 days, which prompted him to rage tweet, (or rageX, not sure what the proper term is here) the following:

We’ve added 60% to national debt since 2018. Germany - a country with major economic woes - added ‘just’ 32%.   

Maybe it will never matter.   Maybe MMT is real.   Maybe we just cancel or inflate it out. Maybe career real estate borrowers or career politicians aren’t the answer.

I have no idea.  Only time will tell.   But it’s going to be fascinating to watch it play out.

He is right: it will be fascinating, and the latest budget deficit data simply confirmed that the day of reckoning will come very soon, certainly sooner than the two years that One River's Eric Peters predicted this weekend for the coming "US debt sustainability crisis."

According to the US Treasury, in February, the US collected $271 billion in various tax receipts, and spent $567 billion, more than double what it collected.

The two charts below show the divergence in US tax receipts which have flatlined (on a trailing 6M basis) since the covid pandemic in 2020 (with occasional stimmy-driven surges)...

... and spending which is about 50% higher compared to where it was in 2020.

The end result is that in February, the budget deficit rose to $296.3 billion, up 12.9% from a year prior, and the second highest February deficit on record.

And the punchline: on a cumulative basis, the budget deficit in fiscal 2024 which began on October 1, 2023 is now $828 billion, the second largest cumulative deficit through February on record, surpassed only by the peak covid year of 2021.

But wait there's more: because in a world where the US is spending more than twice what it is collecting, the endgame is clear: debt collapse, and while it won't be tomorrow, or the week after, it is coming... and it's also why the US is now selling $1 trillion in debt every 100 days just to keep operating (and absorbing all those millions of illegal immigrants who will keep voting democrat to preserve the socialist system of the US, so beloved by the Soros clan).

And it gets even worse, because we are now in the ponzi finance stage of the Minsky cycle, with total interest on the debt annualizing well above $1 trillion, and rising every day

... having already surpassed total US defense spending and soon to surpass total health spending and, finally all social security spending, the largest spending category of all, which means that US debt will now rise exponentially higher until the inevitable moment when the US dollar loses its reserve status and it all comes crashing down.

We conclude with another observation by CNBC's Brian Sullivan, who quotes an email by a DC strategist...

.. which lays out the proposed Biden budget as follows:

The budget deficit will growth another $16 TRILLION over next 10 years. Thats *with* the proposed massive tax hikes.

Without them the deficit will grow $19 trillion.

That's why you will hear the "deficit is being reduced by $3 trillion" over the decade.

No family budget or business could exist with this kind of math.

Of course, in the long run, neither can the US... and since neither party will ever cut the spending which everyone by now is so addicted to, the best anyone can do is start planning for the endgame.

Tyler Durden Tue, 03/12/2024 - 18:40

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Buried Project Veritas Recording Shows Top Pfizer Scientists Suppressed Concerns Over COVID-19 Boosters, MRNA Tech

Buried Project Veritas Recording Shows Top Pfizer Scientists Suppressed Concerns Over COVID-19 Boosters, MRNA Tech

Submitted by Liam Cosgrove

Former…

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Buried Project Veritas Recording Shows Top Pfizer Scientists Suppressed Concerns Over COVID-19 Boosters, MRNA Tech

Submitted by Liam Cosgrove

Former Project Veritas & O’Keefe Media Group operative and Pfizer formulation analyst scientist Justin Leslie revealed previously unpublished recordings showing Pfizer’s top vaccine researchers discussing major concerns surrounding COVID-19 vaccines. Leslie delivered these recordings to Veritas in late 2021, but they were never published:

Featured in Leslie’s footage is Kanwal Gill, a principal scientist at Pfizer. Gill was weary of MRNA technology given its long research history yet lack of approved commercial products. She called the vaccines “sneaky,” suggesting latent side effects could emerge in time.

Gill goes on to illustrate how the vaccine formulation process was dramatically rushed under the FDA’s Emergency Use Authorization and adds that profit incentives likely played a role:

"It’s going to affect my heart, and I’m going to die. And nobody’s talking about that."

Leslie recorded another colleague, Pfizer’s pharmaceutical formulation scientist Ramin Darvari, who raised the since-validated concern that repeat booster intake could damage the cardiovascular system:

None of these claims will be shocking to hear in 2024, but it is telling that high-level Pfizer researchers were discussing these topics in private while the company assured the public of “no serious safety concerns” upon the jab’s release:

Vaccine for Children is a Different Formulation

Leslie sent me a little-known FDA-Pfizer conference — a 7-hour Zoom meeting published in tandem with the approval of the vaccine for 5 – 11 year-olds — during which Pfizer’s vice presidents of vaccine research and development, Nicholas Warne and William Gruber, discussed a last-minute change to the vaccine’s “buffer” — from “PBS” to “Tris” — to improve its shelf life. For about 30 seconds of these 7 hours, Gruber acknowledged that the new formula was NOT the one used in clinical trials (emphasis mine):


“The studies were done using the same volume… but contained the PBS buffer. We obviously had extensive consultations with the FDA and it was determined that the clinical studies were not required because, again, the LNP and the MRNA are the same and the behavior — in terms of reactogenicity and efficacy — are expected to be the same.

According to Leslie, the tweaked “buffer” dramatically changed the temperature needed for storage: “Before they changed this last step of the formulation, the formula was to be kept at -80 degrees Celsius. After they changed the last step, we kept them at 2 to 8 degrees celsius,” Leslie told me.

The claims are backed up in the referenced video presentation:

I’m no vaccinologist but an 80-degree temperature delta — and a 5x shelf-life in a warmer climate — seems like a significant change that might warrant clinical trials before commercial release.

Despite this information technically being public, there has been virtually no media scrutiny or even coverage — and in fact, most were told the vaccine for children was the same formula but just a smaller dose — which is perhaps due to a combination of the information being buried within a 7-hour jargon-filled presentation and our media being totally dysfunctional.

Bohemian Grove?

Leslie’s 2-hour long documentary on his experience at both Pfizer and O’Keefe’s companies concludes on an interesting note: James O’Keefe attended an outing at the Bohemian Grove.

Leslie offers this photo of James’ Bohemian Grove “GATE” slip as evidence, left on his work desk atop a copy of his book, “American Muckraker”:

My thoughts on the Bohemian Grove: my good friend’s dad was its general manager for several decades. From what I have gathered through that connection, the Bohemian Grove is not some version of the Illuminati, at least not in the institutional sense.

Do powerful elites hangout there? Absolutely. Do they discuss their plans for the world while hanging out there? I’m sure it has happened. Do they have a weird ritual with a giant owl? Yep, Alex Jones showed that to the world.

My perspective is based on conversations with my friend and my belief that his father is not lying to him. I could be wrong and am open to evidence — like if boxer Ryan Garcia decides to produce evidence regarding his rape claims — and I do find it a bit strange the club would invite O’Keefe who is notorious for covertly filming, but Occam’s razor would lead me to believe the club is — as it was under my friend’s dad — run by boomer conservatives the extent of whose politics include disliking wokeness, immigration, and Biden (common subjects of O’Keefe’s work).

Therefore, I don’t find O’Keefe’s visit to the club indicative that he is some sort of Operation Mockingbird asset as Leslie tries to depict (however Mockingbird is a 100% legitimate conspiracy). I have also met James several times and even came close to joining OMG. While I disagreed with James on the significance of many of his stories — finding some to be overhyped and showy — I never doubted his conviction in them.

As for why Leslie’s story was squashed… all my sources told me it was to avoid jail time for Veritas executives.

Feel free to watch Leslie’s full documentary here and decide for yourself.

Fun fact — Justin Leslie was also the operative behind this mega-viral Project Veritas story where Pfizer’s director of R&D claimed the company was privately mutating COVID-19 behind closed doors:

Tyler Durden Tue, 03/12/2024 - 13:40

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Association of prenatal vitamins and metals with epigenetic aging at birth and in childhood

“[…] our findings support the hypothesis that the intrauterine environment, particularly essential and non-essential metals, affect epigenetic aging…

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“[…] our findings support the hypothesis that the intrauterine environment, particularly essential and non-essential metals, affect epigenetic aging biomarkers across the life course.”

Credit: 2024 Bozack et al.

“[…] our findings support the hypothesis that the intrauterine environment, particularly essential and non-essential metals, affect epigenetic aging biomarkers across the life course.”

BUFFALO, NY- March 12, 2024 – A new research paper was published in Aging (listed by MEDLINE/PubMed as “Aging (Albany NY)” and “Aging-US” by Web of Science) Volume 16, Issue 4, entitled, “Associations of prenatal one-carbon metabolism nutrients and metals with epigenetic aging biomarkers at birth and in childhood in a US cohort.”

Epigenetic gestational age acceleration (EGAA) at birth and epigenetic age acceleration (EAA) in childhood may be biomarkers of the intrauterine environment. In this new study, researchers Anne K. Bozack, Sheryl L. Rifas-Shiman, Andrea A. Baccarelli, Robert O. Wright, Diane R. Gold, Emily Oken, Marie-France Hivert, and Andres Cardenas from Stanford University School of Medicine, Harvard Medical School, Harvard T.H. Chan School of Public Health, Columbia University, and Icahn School of Medicine at Mount Sinai investigated the extent to which first-trimester folate, B12, 5 essential and 7 non-essential metals in maternal circulation are associated with EGAA and EAA in early life. 

“[…] we hypothesized that OCM [one-carbon metabolism] nutrients and essential metals would be positively associated with EGAA and non-essential metals would be negatively associated with EGAA. We also investigated nonlinear associations and associations with mixtures of micronutrients and metals.”

Bohlin EGAA and Horvath pan-tissue and skin and blood EAA were calculated using DNA methylation measured in cord blood (N=351) and mid-childhood blood (N=326; median age = 7.7 years) in the Project Viva pre-birth cohort. A one standard deviation increase in individual essential metals (copper, manganese, and zinc) was associated with 0.94-1.2 weeks lower Horvath EAA at birth, and patterns of exposures identified by exploratory factor analysis suggested that a common source of essential metals was associated with Horvath EAA. The researchers also observed evidence of nonlinear associations of zinc with Bohlin EGAA, magnesium and lead with Horvath EAA, and cesium with skin and blood EAA at birth. Overall, associations at birth did not persist in mid-childhood; however, arsenic was associated with greater EAA at birth and in childhood. 

“Prenatal metals, including essential metals and arsenic, are associated with epigenetic aging in early life, which might be associated with future health.”

 

Read the full paper: DOI: https://doi.org/10.18632/aging.205602 

Corresponding Author: Andres Cardenas

Corresponding Email: andres.cardenas@stanford.edu 

Keywords: epigenetic age acceleration, metals, folate, B12, prenatal exposures

Click here to sign up for free Altmetric alerts about this article.

 

About Aging:

Launched in 2009, Aging publishes papers of general interest and biological significance in all fields of aging research and age-related diseases, including cancer—and now, with a special focus on COVID-19 vulnerability as an age-dependent syndrome. Topics in Aging go beyond traditional gerontology, including, but not limited to, cellular and molecular biology, human age-related diseases, pathology in model organisms, signal transduction pathways (e.g., p53, sirtuins, and PI-3K/AKT/mTOR, among others), and approaches to modulating these signaling pathways.

Please visit our website at www.Aging-US.com​​ and connect with us:

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Click here to subscribe to Aging publication updates.

For media inquiries, please contact media@impactjournals.com.

 

Aging (Aging-US) Journal Office

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