WPLN12%

Appalachian researchers want to save this rare giant salamander 15%

By Tony Gonzalez45%

7/23/2026, 9:30:26 AM

BS Summary: This article contains 18 faulty reasoning types, including Indoctrination, Optimism Bias, and Appeal to Authority, with Negativity Bias as the most egregious example at 8% saturation with 78 hits. Analysis detected 665 faulty-reasoning hits from 972 analyzed words, generating a BS Score of 31.2% and a BS Rank of 15% (18,650 of 21,886 articles). This article is better (less manipulative) than 85.20% of the article peer group.

There was once a time, not too long ago, when swaths of giant salamanders roamed the waterways of Appalachia. 
Growing up to two feet long, eastern hellbenders spent much of their lives at the bottom of rivers and streams along the Ohio River Basin, plodding along with their broad, paddle-like tails and stubby legs. 
That time has long passed for many of the waterways the species once called home. 
Now, researchers, including at the Nashville Zoo, hope to save the few remaining wild hellbenders, which are struggling to keep a foothold amid climate change and human activity. 
Researchers have watched populations decline significantly since the 1990s. 
Conservationists pressured the U.S. 
Fish and Wildlife Service in 2024 to propose the eastern hellbender as an endangered species throughout its range under the Endangered Species Act. 
According to a lawsuit filed against the U.S. 
Fish and Wildlife Service by the Center for Biological Diversity, federal officials failed to meet a critical 2025 deadline for this proposal, preventing the species from becoming listed. 
The center has filed multiple other lawsuits against the U.S. 
Fish and Wildlife Service this year. 
Hellbender conservation 
Conservationists like Monte McGregor at Kentucky Fish and Wildlife have worked to restore the species through a process of catching, breeding, tagging and releasing groups of hellbenders around the region. 
 It’s a large effort to look for hellbenders in different parts of the state,” McGregor said. 
“We asked fishermen for help with that. 
They catch them sometimes on fishing lines. 
When they catch them, we ask them to take pictures of them, send them to us, and tell us where they found them.” 
The red parts behind baby hellbender heads are their gills, which will get absorbed in the next few months. 
(Jared Kunish | WKU Public Radio) 
Hellbenders are a vital part of regional ecosystems, and when populations decline, it signals a larger problem to researchers, McGregor said. 
The populations they’ve identified are in the eastern part of the state in areas like the Green River or Lake Cumberland. 
Like other salamanders, hellbenders breathe through their skin and require highly oxygenated water to thrive in an environment. 
This makes the species sensitive to water pollutants that enter waterways through storm runoff. 
“When you muddy up a river, you basically interfere with its ability to breathe a little bit, its ability to catch food, and also for the eggs to hatch and the young to survive,” McGregor said. 
Efforts to conserve hellbenders extend well beyond Kentucky. 
Dale McGinnity is the senior curator of ectotherms at the Nashville Zoo , which has long worked to breed hellbenders with conservation in mind. 
In McGinnity’s opinion, the biggest factor impeding hellbender populations from fully repopulating is human alteration like land development and agriculture. 
“[Agriculture] is probably the biggest change to most watersheds, and has the largest impact for most watersheds,” McGinnity said. 
“But also, cities and towns have stormwater runoff that picks up other things that can negatively impact a watershed.” 
Silt and gravel that enter waterways through runoff heavily impact larvae. 
The sediment settles under rocks where hellbenders live most of their lives, leaving little room for macroinvertebrates that are key to their diet. 
It can take decades to see a species recover, even if conservation efforts are consistent, McGregor said. 
Population imbalances 
Environmental changes seen in many waterways have resulted in large die-offs of hellbenders, leaving a scattered, uneven balance of viable breeding adults. 
“It could also be that the water quality has improved, but now there’s not enough of them to reproduce, so there aren’t many breeding populations left in the state,” McGregor said. 
Those population imbalances appear in McGinnity’s conservation work with the zoo. 
He said that in most regional hellbender populations, the number of older individuals outweighs the number of juveniles. 
“The real problem is in the larval stage because they have a different life history,” he said. 
“That’s why we’re not seeing recruitment or enough younger animals coming back into the population, so they’re just aging out, but very slowly.” 
Through their conservation, juvenile populations raised in controlled settings and fed consistently with pinky mice survive the larval stage and thrive. 
The majority of populations in captivity can live for up to 30 years. 
A hellbender in a water tank. 
(Jared Kunish | WKU Public Radio) 
McGinnity said it’s important for conservationists and researchers to stress the severity of human impacts like land development and pollution and that these impacts can be prevented. 
Their hope is that education pushes people to take the necessary measures to reduce their impact by using erosion control measures on construction sites and taking precautions when spraying herbicides. 
“A lot of people really don’t think about stormwater runoff and the impacts it has, like spraying herbicides anywhere near a body of water,” McGinnity said. 
“People give me grief because there are laws for it, but they’re not very well followed in many places.” 
McGregor echoed McGinnity’s insistence that education is vital to the future survival of hellbenders. 
He hopes that with enough awareness and a bit of precaution, hellbenders can one day find renewed stability in the cool streams of Kentucky and beyond. 
“The more people are familiar with what causes things to be rare and endangered, the better they will understand how we can correct those kinds of things to help maintain these species that we have and provide population for our next generation of people,” McGregor said. 
This story was produced by the Appalachia + Mid-South Newsroom, a collaboration between West Virginia Public Broadcasting , WPLN and WUOT in Tennessee, LPM , WEKU , WKMS and WKU Public Radio in Kentucky , and NPR. 
Sign up for the weekly Porch Light newsletter here for news from around the region. 
Copyright © 2026 WKU Public Radio 
Article reasoning-pattern comparisonThis article: 3.2%Tony Gonzalez: 2.5%WPLN: 2.3%Confirmation Bias3.2%This article: 2.1%Tony Gonzalez: 0.6%WPLN: 0.7%Anchoring Bias2.1%This article: 2.2%Tony Gonzalez: 4.1%WPLN: 3.8%Availability Heuristic2.2%This article: 1.9%Tony Gonzalez: 0.7%WPLN: 1.1%Representativeness Heuristic1.9%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.3%Hindsight Bias0.0%This article: 3.3%Tony Gonzalez: 0.7%WPLN: 0.8%Overconfidence Bias3.3%This article: 2.9%Tony Gonzalez: 3.4%WPLN: 4.0%Framing Effect2.9%This article: 2.8%Tony Gonzalez: 0.1%WPLN: 0.4%Loss Aversion2.8%This article: 0.0%Tony Gonzalez: 0.9%WPLN: 0.7%Status Quo Bias0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.1%Sunk Cost Effect0.0%This article: 6.6%Tony Gonzalez: 2.7%WPLN: 2.8%Optimism Bias6.6%This article: 1.5%Tony Gonzalez: 0.8%WPLN: 1.0%Pessimism Bias1.5%This article: 8.0%Tony Gonzalez: 8.6%WPLN: 7.4%Negativity Bias8.0%This article: 0.0%Tony Gonzalez: 0.9%WPLN: 1.0%Self-Serving Bias0.0%This article: 0.0%Tony Gonzalez: 0.2%WPLN: 0.3%Fundamental Attribution Error0.0%This article: 0.0%Tony Gonzalez: 0.1%WPLN: 0.1%Actor-Observer Bias0.0%This article: 0.0%Tony Gonzalez: 1.2%WPLN: 0.9%In-Group Bias0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.1%Out-Group Homogeneity Bias0.0%This article: 0.0%Tony Gonzalez: 1.7%WPLN: 2.4%Halo Effect0.0%This article: 0.0%Tony Gonzalez: 0.2%WPLN: 0.2%Horn Effect0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.0%Dunning-Kruger Effect0.0%This article: 0.0%Tony Gonzalez: 2.7%WPLN: 1.6%Recency Bias0.0%This article: 0.0%Tony Gonzalez: 0.1%WPLN: 0.2%Primacy Effect0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.1%Blind-Spot Bias0.0%This article: 0.0%Tony Gonzalez: 0.3%WPLN: 0.3%Ad Hominem0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.1%Straw Man0.0%This article: 5.8%Tony Gonzalez: 4.4%WPLN: 3.2%Appeal to Authority5.8%This article: 0.0%Tony Gonzalez: 0.9%WPLN: 1.0%False Dilemma0.0%This article: 0.0%Tony Gonzalez: 0.6%WPLN: 0.8%Slippery Slope0.0%This article: 0.0%Tony Gonzalez: 0.1%WPLN: 0.1%Circular Reasoning0.0%This article: 4.7%Tony Gonzalez: 4.0%WPLN: 3.9%Hasty Generalization4.7%This article: 0.0%Tony Gonzalez: 0.2%WPLN: 0.2%Red Herring0.0%This article: 0.0%Tony Gonzalez: 0.4%WPLN: 0.3%Bandwagon0.0%This article: 2.7%Tony Gonzalez: 4.7%WPLN: 4.7%Appeal to Emotion2.7%This article: 0.0%Tony Gonzalez: 0.4%WPLN: 0.6%Begging the Question0.0%This article: 2.4%Tony Gonzalez: 3.4%WPLN: 3.1%Post Hoc (False Cause)2.4%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.0%Tu Quoque0.0%This article: 0.0%Tony Gonzalez: 1.4%WPLN: 0.8%Burden of Proof0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.1%Appeal to Nature0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.2%Composition/Division0.0%This article: 0.0%Tony Gonzalez: 3.0%WPLN: 2.9%Anecdotal0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.0%No True Scotsman0.0%This article: 3.2%Tony Gonzalez: 1.6%WPLN: 1.9%Ambiguity (Equivocation)3.2%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.0%Gambler’s Fallacy0.0%This article: 0.0%Tony Gonzalez: 0.1%WPLN: 0.1%Middle Ground0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.0%Personal Incredulity0.0%This article: 0.0%Tony Gonzalez: 0.1%WPLN: 0.1%Special Pleading0.0%This article: 0.0%Tony Gonzalez: 0.3%WPLN: 0.1%Genetic Fallacy0.0%This article: 0.0%Tony Gonzalez: 1.7%WPLN: 1.5%Unattributed Quote0.0%This article: 0.0%Tony Gonzalez: 0.8%WPLN: 0.7%Quote-first Misdirection0.0%This article: 2.9%Tony Gonzalez: 1.7%WPLN: 1.9%Biased Writer Voice2.9%This article: 7.8%Tony Gonzalez: 1.7%WPLN: 0.9%Indoctrination7.8%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.6%Politically Left Leaning Bias0.0%This article: 0.0%Tony Gonzalez: 0.0%WPLN: 0.1%Politically Right Leaning Bias0.0%This article: 4.6%Tony Gonzalez: 0.6%WPLN: 1.6%Attempt to Sell a Product or S…4.6%

972 words analyzed.

Speakers

2speakers55%attributed speech434writer words
Voice mapSelect a segment to jump to its words
Writer's voice • 9 words • 0.0% coverageWriter's voice • 19 words • 0.0% coverageWriter's voice • 35 words • 0.0% coverageWriter's voice • 15 words • 0.0% coverageWriter's voice • 28 words • 0.0% coverageWriter's voice • 9 words • 0.0% coverageWriter's voice • 4 words • 0.0% coverageWriter's voice • 23 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageWriter's voice • 28 words • 100.0% coverageWriter's voice • 10 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageWriter's voice • 2 words • 0.0% coverageMonte McGregor • 30 words • 0.0% coverageMonte McGregor • 17 words • 0.0% coverageMonte McGregor • 7 words • 0.0% coverageMonte McGregor • 7 words • 0.0% coverageMonte McGregor • 23 words • 0.0% coverageWriter's voice • 19 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageMonte McGregor • 21 words • 0.0% coverageMonte McGregor • 21 words • 0.0% coverageWriter's voice • 18 words • 0.0% coverageWriter's voice • 14 words • 0.0% coverageMonte McGregor • 36 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageDale McGinnity • 24 words • 0.0% coverageDale McGinnity • 20 words • 0.0% coverageDale McGinnity • 19 words • 0.0% coverageDale McGinnity • 19 words • 0.0% coverageWriter's voice • 11 words • 0.0% coverageWriter's voice • 23 words • 0.0% coverageMonte McGregor • 17 words • 0.0% coverageWriter's voice • 2 words • 0.0% coverageWriter's voice • 22 words • 0.0% coverageMonte McGregor • 31 words • 0.0% coverageWriter's voice • 11 words • 0.0% coverageDale McGinnity • 18 words • 0.0% coverageDale McGinnity • 17 words • 0.0% coverageDale McGinnity • 23 words • 0.0% coverageWriter's voice • 21 words • 0.0% coverageWriter's voice • 13 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageDale McGinnity • 27 words • 0.0% coverageDale McGinnity • 30 words • 100.0% coverageDale McGinnity • 26 words • 0.0% coverageDale McGinnity • 19 words • 0.0% coverageMonte McGregor • 14 words • 0.0% coverageMonte McGregor • 26 words • 0.0% coverageMonte McGregor • 46 words • 100.0% coverageWriter's voice • 37 words • 0.0% coverageWriter's voice • 15 words • 100.0% coverageWriter's voice • 6 words • 0.0% coverage
Selected voice

Dale McGinnity

66%flagged-word coverage
242 attributed words45% of attributed speech46% writer coverage
0%7.5%15.0%Indoctrination+12.4 ptsWriter: 0.0%Dale McGinnity: 12.4%12.4%Attempt to Sell a Product +8.9 ptsWriter: 3.5%Dale McGinnity: 12.4%12.4%Biased Writer Voice-6.5 ptsWriter: 6.5%Dale McGinnity: 0.0%0.0%

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

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Analysis

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