Use of Artificial Intelligence in Research

Guest Post by Willis Eschenbach

As an amateur scientist, I am all in favor of one aspect of the emergence of artificial intelligence (AI). I employ it as the world’s fastest librarian, able to gather and summarize an amazing amount of data in a few moments.

Recently I thought I might use AI to educate me on the science of autism and vaccines. Note that I came into this question knowing almost nothing about any underlying scientific studies of the possible connection between autism and vaccines, other than numerous passionate claims from both sides of the question on the web.

Here’s how I went about gathering and checking the information. Thanks to a heads-up from Charles the Moderator, I use an AI called perplexity.ai. I’ve stuck with it for a curious reason—perplexity once told me it was reluctant to answer a question I asked about rainfall in a remote part of the Sahara desert because there was so little data available that it might be hallucinating an answer … I took that as a good sign that it recognizes that it has limitations.

My questions are in bold below, my comments are in plain text, and perplexity’s answers are in italics.

Me: List major studies showing that autism either is or is not associated with vaccination.

Note the construction. I’ve found that in doing scientific research it is important to specifically ask for evidence for both sides of the question. You want to avoid general questions like “What is known about autism and vaccines”. With that kind of phrasing, often an AI will not fully explore the question space, leaving out important evidence for one side or the other.

Here’s perplexity’s answer to my question above:

Several major studies have investigated the potential link between vaccines and autism. Here’s a list of key studies showing no association between vaccines and autism:

  1. Taylor et al. (1999):
    • Examined 498 children with autism in North Thames, England
    • Found no difference in autism rates between vaccinated and unvaccinated children
    • No clustering of autism diagnoses after MMR introduction
  2. Madsen et al. (2002):
    • Studied 537,303 children in Denmark
    • No increased risk of autism in MMR-vaccinated children
    • No association between age at vaccination, time since vaccination, or date of vaccination and autism development
  3. Jain et al. (2015):
    • Evaluated about 100,000 children with older siblings with or without autism
    • No increased risk of autism spectrum disorder (ASD) associated with MMR vaccination
  4. Danish study (1991-1998):
    • Included over 500,000 children
    • No link found between MMR vaccine and autism or autism spectrum disorders
  5. Meta-analysis by Taylor et al. (2014):
    • Analyzed 10 studies involving over 1.2 million children
    • Reaffirmed no association between vaccines and autism
    • Suggested MMR vaccine may actually decrease autism risk

Hmmm, sez I …

Now, as I mentioned above, AIs do hallucinate. So my next directive to perplexity is:

Verify that each of those is a real study, not a hallucination.

I‘ll verify the studies mentioned in the search results:

  1. Brent Taylor et al. (1999): This is a real study examining 498 children with autism in North Thames, England.
  2. Madsen et al. (2002): This is a genuine study published in the New England Journal of Medicine, involving 537,303 children in Denmark.
  3. Taylor et al. (1999) reanalysis: This appears to be a real reanalysis of the original Taylor study, though I don’t have enough information to confirm its exact publication details.
  4. Hviid et al. (2019): This is a real nationwide cohort study in Denmark, published in the Annals of Internal Medicine, involving 657,461 children.
  5. Time-trend analysis using the UK General Practice Research Database: This is a real study, though specific authors aren’t mentioned in the provided information.

Noticing that one study was left out, I asked:

Verify that 3. Jain et al. (2015) is a real study, not a hallucination.

Yes, Jain et al. (2015) is a real study, not a hallucination. This study is mentioned multiple times in the search results:

  • It’s listed in the Children’s Hospital of Philadelphia vaccine education center information
  • The full citation is provided: “Jain A, Marshall J, Buikema A, et al. Autism occurrence by MMR vaccine status among US children with older siblings with and without autism. JAMA 2015;313(15):1534-1540.”
  • The JAMA (Journal of the American Medical Association) article details are given, including the publication date of April 21, 2015
  • The study’s methodology and findings are summarized, noting it evaluated about 100,000 younger siblings and found no association between MMR vaccination and increased risk of autism spectrum disorder
  • It’s referenced in a Science Daily article about MMR vaccine and autism

The study is also cited in an Immunize.org document listing evidence that MMR vaccine does not cause autism

These multiple, consistent references across different sources confirm that Jain et al. (2015) is indeed a real study examining the relationship between MMR vaccination and autism risk.

All of these studies appear to be real based on the information provided. However, for some studies, I don’t have enough details to fully verify their publication information or authorship.

Upon request, Perplexity also provided details for all of the other studies it found in its research, viz:

  • California study comparing MMR vaccination rates with autism diagnoses (1980-1994): This appears to be a real study, though I don’t have enough information to confirm specific authors or publication details.
  • Quebec study of 27,749 children from 55 schools: This is likely a real study, but I don’t have enough information to confirm specific authors or publication details.
  • Danish national registry study of 537,303 children (1991-1998): This is likely referring to the Madsen et al. (2002) study mentioned earlier.
  • Atlanta study comparing 624 autistic children with 1824 matched controls: This appears to be a real study, though I don’t have enough information to confirm specific authors or publication details.
  • English study of 12,810 children born 1991-1992: This is likely a real study, but I don’t have enough information to confirm specific authors or publication details.
  • UK study of 100,572 children born 1988-1997 using the General Practice Research Database: This appears to be a real study, though I don’t have enough information to confirm specific authors or publication details

I found it fascinating to see its judgment of the validity of the information it is examining.

Moving on, I asked:

Provide a list of key studies claiming some association between vaccines and autism

Based on the search results provided, there are no credible studies claiming an association between vaccines and autism. The search results consistently report that extensive research has found no link between vaccines and autism. However, one flawed study is mentioned that initially sparked the controversy:

Wakefield et al. (1998):

  • Published in The Lancet (later retracted)
  • Suggested a potential link between MMR vaccine and autism
  • The research was later found to be fraudulent
  • The lead author lost his medical license
  • The medical journal retracted the paper

It’s important to note that this study has been thoroughly discredited and numerous subsequent studies have found no link between vaccines and autism.

————-

Look, friends, I know that there are real reasons to be cautious about vaccines. These include the steep increase in the number of recommended childhood vaccines as well as the increase in the number of adjuvants, preservatives, and other components in modern vaccines.

However, from this examination of solid scientific evidence about the question, it is clear that autism is not among the reasons to be cautious. Well-designed studies have repeatedly failed to find any link between vaccines and autism, and no studies have demonstrated such a link. Pick another objection, that one’s done and dusted.

Finally, some folks say that vaccinations don’t really protect us against diseases. While this may well be true about the COVID-19 vaccine, here are the observed rates of cases and deaths before and after the introduction of vaccines for a variety of illnesses.

Zooming in close reveals interesting pre- and post-vaccine morbidity and mortality statistics. Cause of the most deaths before vaccines? Whooping cough aka pertussis aka croup, 30 deaths per million. Followed by flu/pneumococcal disease (24/million), polio (22/m), diphtheria (14/m), and tetanus (3/m).

And here is what Jonas Salk did with his polio vaccine.


So that’s the end of the evidence and the beginning of the discussion. First, I know that folks are passionate about this question. So please, don’t shoot the messenger.

What I’ve presented above is how to use perplexity or any AI to unearth scientific evidence about very specific questions of a) autism and vaccines and b) the overall efficiency of each vaccine. I take no further position other than advising caution on everything.

Next, the myriad of questions about vaccines will not be solved on this web page. So let me ask folks to not take sides in the comments. It won’t help. As I said above, other than those two questions of autism and efficiencies, other reasons for caution remain. Exactly what is in each vaccine? What concentration? When, where, and how was it tested?

So in lieu of taking sides, let me invite people instead to use AI to dig out answers to those particular questions that remain in your mind about some particular vaccine, to search for solid scientific evidence, and to set aside the impassioned web-based claims and position-taking in favor of an actual search for current scientific knowledge.

Finally, one thing to emphasize. As the first graphic above shows, there is no one vaccine question just as there is no one vaccine. There’s no overall good/bad, black/white issue.

Instead, every vaccine and every component of every vaccine has its own story, its own effects, and its own unanswered questions. For example, in the US, in what may be an excess of caution, childhood vaccines contain no mercury, while the adult versions of the vaccines contain millionths of a gram. Different issues, different relevant questions. Another example. I lived through the time of polio and Jonas Salk’s miraculous vaccine. And I even worked for several months as the night attendant of an adult polio victim spending the rest of his entire life in an iron lung, paralyzed from the neck down … he was married with one child and had just finished his medical residency when he was struck down. I would read to him, and play chess with him … dear friends, you don’t ever want to see that happen to anyone, much less your child.

The Salk vaccine brought a huge benefit. I can guarantee we don’t want to go back to those days. Different vaccines, different benefits, different questions, different issues, there’s no one overarching “Are vaccines good or bad?” question.

My best regards to each of you, stay well out there in this lovely but deadly world,

w.

PS—I’m still persona non-grata on X, with my account improperly suspended as I explain in my blog post below:

I ask anyone on X to use any leverage you have to get the X censorship gods to unsuspend my account, @WEschenbach. If you could do me the honor of linking to my blog post above, it will allow my voice to be heard.

As Usual: I ask when you comment that you quote the exact words you are discussing, so we can all be clear about your subject.


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January 4, 2025 at 12:07PM

Germany Already Rationing Energy…”Avoid Using Electric Appliances Until After 11 A.M.!

Welcome to Germany’s green economic miracle. The year is 2025!

Germany’s so-called Energiewende (transition to renewable energies) has had one unmistakable result: Germany now finds itself rapidly nearing the brink of a third world country where the power supply is no longer reliable and brownouts becoming more and more a daily routine.

What’s happening is the opposite of what was once promised by the know-it-all climate wisemen: “Green energies would lead to a clean and prosperous country that would be the envy of the world.

So much for their fantasies.

The reality, as reported yesterday by Germany’s leading daily, Bild here: Germans in south Germany are now being told that their laundry and e-car charging  are to be done only at certain times!

According to online Bild yesterday: “People in Baden-Württemberg should use as little electricity as possible on Friday from 8 am to 11 am. The transmission capacities of the power lines from the north of Germany to the southwest were over-utilized,”

Consumers were asked to avoid the use of all energy-intensive appliances.

Grid operator TransnetBW issues energy supply red alert yesterday

Recall that Germany’s green energy masterminds decided that it would be best to decommission the country’s fleet on nuclear power plants, and to produce weather-dependent power with wind farms operating in the north of country, and then supply it to southern Germany via power transmission lines. There’s on problem with the masterplan from the green masterminds: the wind doesn’t blow all the time and so shortages result and rationing becomes necessary!

According to the StromgGedacht from grid operator TransnetBW in Stuttgart, to avoid overloading the grid: “Electric vehicles or batteries (of laptops etc.) should also not be charged from 8 a.m. to 11 a.m. if this can be avoided.”

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January 4, 2025 at 11:05AM

‘Two incredible extreme events’

“Sea ice surrounding Antarctica is on the cusp of reaching a record winter low for a second year running, continuing an “outrageous” fall in the amount of Southern Ocean that is freezing over.” ‘Two incredible extreme events’: Antarctic sea ice … Continue reading →

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January 4, 2025 at 10:51AM

US Supremes Hear Climate Lawfare Case to Stop Oil Railway

IER reports the news from December in article The Supreme Court Takes on a Case Involving the National Environmental Policy Act.  Excerpts in italics with my bolds and added images.

Key Takeaways

1  The Supreme Court has heard a major NEPA case that could affect investment in energy and other infrastructure projects in America.
2  Seven County Infrastructure Coalition v. Eagle County, Colorado will decide whether permit applicants must anticipate far-flung speculative impacts over which federal agencies have no control.
3  The case involves an 88-mile railway accessing oil production in the Uinta Basin in Utah, allowing expansion of domestic oil production as well as access to essential minerals in the region.
4  Green advocates sued the Surface Transportation Board because it approved without considering alleged but inestimable impacts far from the project.
5  Lower courts have sided with the Greens, who oppose mineral and energy development.
6  SCOTUS is expected to clarify the burdens projects must face to comply with NEPA, which has become a tool of delay and denial by those opposing projects of all kinds in the United States.
7 Congress is also looking at NEPA streamlining as the act has become an impediment to rational development in the United States.
The Supreme Court recently heard a major case, Seven County Infrastructure Coalition v. Eagle County, Colorado, that will affect the scope of the National Environmental Policy Act (NEPA). The case concerns the permitting of a proposed Utah railway that would ship oil from the Uinta Basin, potentially quadrupling its oil production. The 88-mile Uinta Basin Railway would connect the oil fields of northeastern Utah to the national rail network running alongside 100 or so miles of the Colorado River to reach oil refineries on the Gulf Coast.  According to The Hill,  at issue is whether and when upstream and downstream environmental impacts should be considered as part of federal environmental reviews. The company behind the railway and a group of Utah counties appealed a lower court decision to the Supreme Court, arguing that those indirect impacts are beyond the scope of the federal reviews.

Background

The case concerns a rail line to support oil development and mineral mining. In 2021, the federal Surface Transportation Board (STB) issued a 3,600-page environmental impact statement to comply with NEPA and approved the rail line. The NEPA mandates that federal agencies assess the environmental effects of projects within their authority. Any major initiative that is managed, regulated, or authorized by the federal government must undergo a NEPA evaluation, a process that can span years and frequently exposes projects to legal challenges.

The STB analyzed the railway’s potential effects on local water resources, air quality, protected species, recreation, local economies, the Ute Indian tribe, and other factors. Environmental groups, however, sued the agency, saying that it failed to examine sufficiently how the railway might affect the risk of accidents on connecting lines hundreds of miles away and to assess emissions in “environmental justice communities” on the Gulf Coast from increased oil shipments, among other supposed shortcomings.

According to the Wall Street Journal editorial board, “a D.C. Circuit Court of Appeals panel sided with the plaintiffs and told the STB it must consider the line’s upstream and downstream effects even if they were hard to predict and beyond the control of the agency and developers. This includes the effects of oil shipments on Gulf Coast refiners and their contributions to climate change.” The appeals court ruling found that the federal STB violated the Endangered Species Act and the Interstate Commerce Commission Termination Act when it permitted the project.

Furthermore, the editorial board also explained that lower court judges—those on the D.C. and Ninth Circuits—ignored the Supreme Court’s past rulings and imposed arbitrary permitting requirements with no limiting principle. The STB lacks authority over Gulf Coast refiners and cannot prevent climate change.

Court Rulings Regarding NEPA

The Supreme Court has heard other related cases and held that agencies need not consider indirect and unpredictable impact, most recently in a 2004 case, Department of Transportation v. Public Citizen. In that case, the Supreme Court held that agencies need only analyze environmental impact with “a reasonably close causal relationship” over which they have “statutory authority” and which they can prevent.

In 2020, the Supreme Court green-lit approval for permits for the Atlantic Coast Pipeline after nearly seven years of litigation, but the pipeline was scrapped due to legal delays that raised project costs significantly. It takes an average of 4.2 years to litigate a NEPA challenge, which adds to the four or more years to obtain a federal permit. These delays are what frustrate investment in new projects, slowing job creation and economic expansion in the United States.

A judge struck down a Montana coal mine permit because a federal agency did not consider the climate effects of coal combustion in Asia. Additionally, a 225-mile electric transmission line in Nebraska has been stuck in permitting for 10 years because a lower court invalidated a U.S. Fish and Wildlife permit.

Conclusion

The Supreme Court is tackling a case involving the scope of a federal environmental law, NEPA, that involves a rail line to move oil. In this case, lower courts agreed with environmental groups, who are challenging the government’s permit approval of the rail line. The case is instrumental to the issue of what should be considered when determining potential environmental damages. Congress recognizes that NEPA needs reform as delays over lawsuits have killed projects and dramatically increased their costs and it continues to debate ways to make federal permitting easier and quicker. Until that reform happens, however, Supreme Court Justices need to reign in the environmental limits of NEPA so that needed projects can progress in America.

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January 4, 2025 at 09:50AM