The Liberian Greenbul has eluded experts for decades after it was spotted in a forest in the West African country in the early 1980s.
The only specimen that exists differs from the commonly found Icterine Greenbul by the distinctive white spots on its feathers.
The Liberian Greenbul has long been one of the world's most poorly known bird species and was listed as Critically Endangered up until 2016.
Now, DNA analysis by experts at the University of Aberdeen in Scotland has concluded that the Liberian Greenbul is most likely an unusual plumage variant of the Icterine Greenbul, possibly caused by nutritional deficiency while the feathers were growing.
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Comparatively, studies of other species of greenbul revealed large genetic differences between different species, suggesting the lack of difference between the Icterine and the Liberian indicates they are the same bird.
"The Liberian Greenbul has gained almost 'mythical' status since it was sighted in the 1980s," said Professor Martin Collinson, a geneticist from the University of Aberdeen's Institute of Medical Sciences.
"We can't say definitively that the Liberian Greenbul is the same bird as the Iceterine Greenbul but we have presented enough evidence that makes any other explanation seem highly unlikely," said Collinson.
The devastating civil wars that subsequently engulfed the country prevented any serious attempt by ornithologists to find any more individuals for another 25 years.
Targeted searches of the two known sites in 2010 and 2013 failed to find any sign of the bird, meaning the Liberian Greenbul had never been seen since the only known bird was shot.
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