Oedipina capitalina was discovered a few years ago. This specimen was found in Honduras. It is listed as "insufficient data" but may in fact be in great danger of extinction. Credit: Josue Ramos Galdamez, Creative Commons

Often we simply do not know enough about a species to know how it is doing. On the recognized red list from the International Union for Conservation of Nature (IUCN), thousands of plants and animals are listed as "data deficient."

The researchers simply know too little about these species to be able to form an opinion on whether the species are threatened with extinction or not. But now we understand a little bit more, and unfortunately the news isn't good this time.

"We looked at species that are relatively poorly known, but where at least the is known. These species tend to be threatened with extinction more often than ones that we know more about," says Francesca Verones, a professor at the Norwegian University of Science and Technology's (NTNU) Industrial Ecology Program.

In fact, more than half of these lesser-known species could be in danger of disappearing.

In addition, there are other species about which even less is know—for these, we can't even say whether they are in trouble or not.

At least 1 million of our planet's species are threatened with extinction, according to IPBES, the international panel of leading biodiversity researchers. But you might have heard other numbers too. The IUCN has assessed 147,000 species. Of these, 41,000, or 28%, are threatened.

Why this gap?

Partly this gap exists because we haven't discovered many of the species yet. Scientists assume that our planet has 10 million species, but we know less than 20% of them. Some species probably disappear without us ever knowing they existed.

If we're to take care of life on the planet, we first need to know what exists, so it is important to find out as much as possible about the organisms we share the planet with.

However, we often know very little, including about the species that we're already aware of. Threats and trends are constantly changing, and we just don't have enough researchers and helpers to survey everything. But technology can help.

Computer tools calculate probability

"We used machine learning to calculate the risk of extinction for 7,699 of the little-known species," says Jan Borgelt, a postdoctoral fellow at NTNU's Department of Energy and Process Engineering.

IUCN lists 20,469 species as "data deficient."

Various statistical tools can fill in some of these with probabilities that computers arrive at.

These computer model-created probabilities were compared with individual examples that the researchers had gone through manually. The computer models proved to be extremely accurate.

Borgelt stresses that the intention with the models isn't to replace the researchers' work. But "they can provide a first estimate of the risk of species becoming extinct in cases where we don't yet have enough data," he says.

The researchers can save themselves work by using these computer models, which come in handy when the resources don't match the workload. But cheerful reading it's not.

Useful for protecting species

"We found that as many as 85% of the amphibians that we have limited knowledge of are in danger of becoming extinct. For other groups, like mammals and reptiles, this applies to around half of the species," says Borgelt.

So species unknown to us often face an uphill battle. But the consolation is that the new knowledge can be of great use if used correctly.

"More areas could become worthy of protective measures if we take species that we have little data on into account," says Borgelt.

For example, so-called biodiversity "hotspots"—areas particularly in need of being protected—could thereby become both more numerous and considered even more important.

The results can also be of help to IUCN, as well as when they arrive at their results themselves.

"We find that the probability of across groups and regions varies a lot. This could indicate that some research that's based on the risk assessments is not always correct," says Verones.

The research was published in Communications Biology.

More information: Jan Borgelt et al, More than half of data deficient species predicted to be threatened by extinction, Communications Biology (2022). DOI: 10.1038/s42003-022-03638-9

Journal information: Communications Biology