Grist25%

New research traces how 'forever chemicals' move through the Great Lakes and into people 42%

By Vivian La33%

7/6/2026, 8:45:00 AM

BS Summary: This article contains 23 faulty reasoning types, including Negativity Bias, Framing Effect, and Overconfidence Bias, with Post Hoc (False Cause) as the most egregious example at 20.1% saturation with 147 hits. Analysis detected 1,052 faulty-reasoning hits from 731 analyzed words, generating a BS Score of 45.9% and a BS Rank of 42% (12,460 of 21,175 articles). This article is better (less manipulative) than 58.80% of the article peer group.

In the United States, PFAS chemicals are so ubiquitous  found in everything from frying pans to skincare  that nearly all of the country’s population likely has measurable levels of the so-called “forever chemicals” in their blood. 
It’s only in the last few decades that the public and scientists started untangling the health and ecological risks associated with some of the manufactured compounds, which earned their nickname because they don’t break down easily in the environment. 
Now, new research from the University of Notre Dame has deepened our understanding of how PFAS can filter through ecosystems and move up the food chain to get to people. 
The peer-reviewed study, published this spring in the Journal of Environmental Quality, focused on the Great Lakes. 
The researchers analyzed 42 years of studies and combined nearly 2,500 samples of algae, fish, birds, and other organisms, in what’s called a meta-analysis to identify trends in PFAS distribution. 
PFAS have been linked to a range of health issues, and the chemicals have been identified in human tissue, including in the bloodstream, liver, kidneys, and lungs. 
Known health risks range from decreased fertility to a higher prevalence of certain cancers. 
People can be exposed to PFAS in several ways, including through the food they eat. 
“What we're finding is that the food web itself is a vehicle for transferring these chemicals from one organism to another,” said Gary Lamberti, aquatic science professor at Notre Dame and a study co-author. 
“So it's a more holistic view than we've known before.” 
Those declines were seen in the lower Great Lakes  Ontario and Erie  likely because these areas are home to the heavy industries that used the chemicals. 
But there was little to no decline in PFOS in the upper lakes Superior, Michigan, and Huron, most likely because the water bodies are larger than the lower lakes. 
In contrast to the shallower Erie and Ontario lakes, which flush out their water about every 2 to 7 years, water can stay in the upper lakes anywhere from about 60 to 170 years. 
The study also confirmed that these chemicals increase in concentration as they travel up the food chain. 
Algae and plants have the lowest concentration, according to the study, because they grow and die quickly. 
But predators like salmon and eagles had the highest concentration because they’re eating a large amount of prey that have a lot of accumulated PFAS. 
Potentially dangerous levels of these chemicals in fish have prompted warnings by state officials across the country on how much is safe to eat, including in North Carolina, Wisconsin, Montana, and Pennsylvania. 
Michigan, which borders 4 of the 6 Great Lakes, has been testing fish for PFAS since 2012 and issues “safe fish” guidelines annually. 
“If we can understand what the PFAS levels are in the food web, we can better communicate the risk of consuming those potentially toxic food sources,” said Katherine Manz, an environmental health professor at the University of Michigan who was not involved in the study. 
While it was easy to find PFAS data on salmon, trout, and some birds, Lamberti said, the information on the “less glamorous” smaller fish, invertebrates, and algae was harder to come by. 
Tools to analyze the range of these chemicals are still evolving, said Vernon Lalone, CEO of Wave Lumina, a Michigan-based startup that’s developing a rapid testing kit for PFAS in water and soil. 
“It’s like a chicken-and-an-egg situation,” said Lalone, who wasn’t involved in the study. 
“You’ve got to have an analytical method that’s robust and reliable enough to measure these things before you can regulate them at certain limits.” 
Lamberti said there are still plenty of questions about how these chemicals will shift in waterways as temperatures rise due to climate change, ice formation shifts, and as industries introduce new chemicals. 
But he’s optimistic  his study shows that when forever chemicals are removed from production, food webs eventually cycle them out. 
There is no national ban on PFAS, but a patchwork of federal regulations restricts certain chemicals, and some manufacturers have phased out other PFAS compounds voluntarily. 
“That’s what we need to be thinking about with these chemicals,” Lamberti said, “how we’re going to remove them from the production and find substitutes for them to do the right thing.” 
Article reasoning-pattern comparisonThis article: 1.4%Vivian La: 0.9%Grist: 2.1%Confirmation Bias1.4%This article: 4.7%Vivian La: 0.4%Grist: 0.8%Anchoring Bias4.7%This article: 5.2%Vivian La: 2.8%Grist: 3.0%Availability Heuristic5.2%This article: 0.0%Vivian La: 0.6%Grist: 1.0%Representativeness Heuristic0.0%This article: 1.4%Vivian La: 0.3%Grist: 0.5%Hindsight Bias1.4%This article: 10.4%Vivian La: 1.9%Grist: 1.3%Overconfidence Bias10.4%This article: 11.5%Vivian La: 4.0%Grist: 4.9%Framing Effect11.5%This article: 0.0%Vivian La: 0.4%Grist: 0.6%Loss Aversion0.0%This article: 6.8%Vivian La: 1.3%Grist: 0.5%Status Quo Bias6.8%This article: 0.0%Vivian La: 0.3%Grist: 0.3%Sunk Cost Effect0.0%This article: 2.9%Vivian La: 4.0%Grist: 3.2%Optimism Bias2.9%This article: 4.4%Vivian La: 1.8%Grist: 1.9%Pessimism Bias4.4%This article: 14.4%Vivian La: 5.9%Grist: 6.8%Negativity Bias14.4%This article: 6.2%Vivian La: 1.7%Grist: 1.0%Self-Serving Bias6.2%This article: 0.0%Vivian La: 0.0%Grist: 0.6%Fundamental Attribution Error0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.1%Actor-Observer Bias0.0%This article: 0.0%Vivian La: 0.1%Grist: 0.8%In-Group Bias0.0%This article: 0.0%Vivian La: 0.1%Grist: 0.2%Out-Group Homogeneity Bias0.0%This article: 2.3%Vivian La: 1.3%Grist: 1.0%Halo Effect2.3%This article: 0.0%Vivian La: 0.0%Grist: 0.0%Horn Effect0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.0%Dunning-Kruger Effect0.0%This article: 4.1%Vivian La: 2.2%Grist: 1.2%Recency Bias4.1%This article: 5.3%Vivian La: 0.7%Grist: 0.2%Primacy Effect5.3%This article: 0.0%Vivian La: 0.0%Grist: 0.1%Blind-Spot Bias0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.3%Ad Hominem0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.1%Straw Man0.0%This article: 7.0%Vivian La: 5.4%Grist: 4.1%Appeal to Authority7.0%This article: 6.8%Vivian La: 1.7%Grist: 1.4%False Dilemma6.8%This article: 0.0%Vivian La: 0.5%Grist: 0.9%Slippery Slope0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.1%Circular Reasoning0.0%This article: 5.2%Vivian La: 2.5%Grist: 3.9%Hasty Generalization5.2%This article: 0.0%Vivian La: 0.2%Grist: 0.1%Red Herring0.0%This article: 0.0%Vivian La: 0.5%Grist: 0.6%Bandwagon0.0%This article: 4.4%Vivian La: 7.3%Grist: 4.0%Appeal to Emotion4.4%This article: 0.0%Vivian La: 0.8%Grist: 0.7%Begging the Question0.0%This article: 20.1%Vivian La: 4.1%Grist: 3.1%Post Hoc (False Cause)20.1%This article: 0.0%Vivian La: 0.0%Grist: 0.0%Tu Quoque0.0%This article: 0.0%Vivian La: 0.3%Grist: 0.3%Burden of Proof0.0%This article: 0.0%Vivian La: 0.7%Grist: 0.3%Appeal to Nature0.0%This article: 0.0%Vivian La: 0.1%Grist: 0.3%Composition/Division0.0%This article: 0.0%Vivian La: 1.4%Grist: 2.0%Anecdotal0.0%This article: 0.0%Vivian La: 0.4%Grist: 0.0%No True Scotsman0.0%This article: 1.9%Vivian La: 0.5%Grist: 1.7%Ambiguity (Equivocation)1.9%This article: 0.0%Vivian La: 0.0%Grist: 0.0%Gambler’s Fallacy0.0%This article: 0.0%Vivian La: 0.1%Grist: 0.1%Middle Ground0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.1%Personal Incredulity0.0%This article: 0.0%Vivian La: 0.3%Grist: 0.1%Special Pleading0.0%This article: 0.0%Vivian La: 0.0%Grist: 0.0%Genetic Fallacy0.0%This article: 0.0%Vivian La: 0.7%Grist: 0.7%Unattributed Quote0.0%This article: 0.0%Vivian La: 0.6%Grist: 0.9%Quote-first Misdirection0.0%This article: 8.8%Vivian La: 1.9%Grist: 2.5%Biased Writer Voice8.8%This article: 4.4%Vivian La: 2.2%Grist: 1.4%Indoctrination4.4%This article: 0.0%Vivian La: 1.7%Grist: 1.0%Politically Left Leaning Bias0.0%This article: 0.0%Vivian La: 0.6%Grist: 0.1%Politically Right Leaning Bias0.0%This article: 4.5%Vivian La: 0.9%Grist: 0.7%Attempt to Sell a Product or S…4.5%

731 words analyzed.

Speakers

3speakers31%attributed speech508writer words
Voice mapSelect a segment to jump to its words
Writer's voice • 14 words • 0.0% coverageWriter's voice • 38 words • 0.0% coverageWriter's voice • 39 words • 0.0% coverageWriter's voice • 30 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageWriter's voice • 30 words • 0.0% coverageWriter's voice • 27 words • 0.0% coverageWriter's voice • 14 words • 0.0% coverageWriter's voice • 15 words • 0.0% coverageGary Lamberti • 34 words • 0.0% coverageGary Lamberti • 10 words • 0.0% coverageWriter's voice • 28 words • 0.0% coverageWriter's voice • 29 words • 0.0% coverageWriter's voice • 34 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageWriter's voice • 25 words • 0.0% coverageWriter's voice • 32 words • 100.0% coverageWriter's voice • 23 words • 0.0% coverageKatherine Manz • 45 words • 0.0% coverageWriter's voice • 32 words • 100.0% coverageVernon Lalone • 33 words • 100.0% coverageVernon Lalone • 13 words • 0.0% coverageVernon Lalone • 24 words • 0.0% coverageGary Lamberti • 32 words • 0.0% coverageWriter's voice • 21 words • 0.0% coverageWriter's voice • 26 words • 0.0% coverageGary Lamberti • 32 words • 100.0% coverage
Selected voice

Gary Lamberti

100%flagged-word coverage
108 attributed words48% of attributed speech93% writer coverage
0%15.0%30.0%Indoctrination+29.6 ptsWriter: 0.0%Gary Lamberti: 29.6%29.6%Biased Writer Voice-12.6 ptsWriter: 12.6%Gary Lamberti: 0.0%0.0%

Attribution is sentence-level. Pattern percentages are calculated only from words assigned to that voice.

Loading…
Loading…
Loading…
Loading…

Analysis

Hover over highlighted words in the article to view the associated bias or fallacy analysis.