Mass Extinction Events Explained: AI Challenges the ‘Big Five’

Selective blur on furrows on a Agricultural landscape near a farm, a plowed field in the countryside of Titelski, Serbia, Voivodina. The plough is a technique used in agriculture to fertilize a land.
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Recent research into mass species-found-in-china/” title=”Dianjunus rex Fungus: New Giant Species Found in China”>extinction events suggests that the historical “Big Five” may have unfolded much more gradually than previously believed, even as scientists grapple with the possibility of a contemporary sixth crisis driven by human activity.

Key Takeaways

    1. AI-Driven Revisionism: A new transformer-based AI model called OneStrata indicates that three of Earth’s five major mass extinctions were gradual processes spanning millions of years, rather than abrupt catastrophes.
    2. The Sixth Extinction Debate: While some scientists argue current biodiversity loss has not yet hit the 75% species loss threshold, others warn we are in the midst of a “heartbreaking biodiversity crisis.”
    3. Unprecedented Decline: According to the WWF 2024 Living Planet Report, monitored vertebrate populations have declined by an average of 73% between 1970 and 2020.
    4. Drivers of Loss: Habitat degradation, climate change, and chemical use are identified as the primary catalysts for modern species decline.
    5. New Resolution: The OneStrata model provides a geological time resolution of just 1,000 years, offering a much sharper view of Earth’s biological history than previous methods.
    6. What Happened

      At the Geological Society of America’s recent meeting in Denver, researchers presented findings that challenge the long-held paradigm of how Earth’s most dramatic biological upheavals occurred. For decades, the “Big Five” mass extinctions—the primary drivers of Phanerozoic marine biodiversity history—were viewed as sudden, catastrophic pulses of extinction. This perception was often fueled by events like the end-Cretaceous extinction, where a massive asteroid impact is widely credited with the demise of non-avian dinosaurs.

      However, Shuzhong Shen of Nanjing University in China, utilizing a groundbreaking AI model named OneStrata, has provided evidence that much of this history is more nuanced. OneStrata, a transformer-based AI foundation model, was trained on the OneStratigraphy dataset—a massive collection of fossil information. Much like a large language model (LLM) predicts the next word in a sentence, OneStrata learns a shared probabilistic representation of geological time by analyzing fragmented stratigraphic observations.

      By applying this model, Shen and his team were able to increase the resolution of fossil timeframes from millions of years down to a mere 1,000 years. The results were startling: the analysis indicates that the Late Devonian, end-Triassic, and end-Cretaceous extinctions actually occurred over millions of years. While Shen noted that this is a biodiversity curve—meaning species could have been going extinct while others simultaneously rose to take their place—the implication is that these were not the instantaneous “reset buttons” many scientists once assumed.

      Detailed view of a fossilized ammonite shell showcasing intricate spiral patterns and
      Photo by adrian vieriu on Pexels

      Why It Matters

      Understanding the true tempo of mass extinction events is not merely an academic exercise in paleontology; it fundamentally changes how we interpret the resilience and vulnerability of life on Earth. If past extinctions were gradual, it suggests that biological systems may have had more time to adapt, or that the drivers of those extinctions were more persistent and systemic than a single catastrophic event.

      This distinction becomes critical when we look at the current state of the planet. The debate over whether we are currently experiencing a sixth mass extinction hinges on the speed and scale of current biodiversity loss. If history shows that mass extinctions can be slow-motion processes, then the current anthropogenic decline might be viewed through a different lens—either as a burgeoning crisis that has yet to reach its peak or as a process that is already well underway.

      Deep-Dive: The AI Revolution in Paleontology

      To understand how Shen arrived at these conclusions, one must look at the limitations of traditional stratigraphy. Traditionally, stratigraphers group fossil specimens into time spans of millions of years. While this makes large datasets manageable, it effectively blurs the timeline, masking ecological dynamics that occur on timescales of thousands or even hundreds of years.

      In 2020, Shen and a team of Chinese scientists used supercomputing technology to reach a resolution of approximately 26,000 years. Their study, which analyzed 11,000 marine fossils from over 3,000 stratigraphic sections, revealed that the Late Devonian extinction (roughly 360 million years ago) unfolded over 50 million years. The new OneStrata model, however, represents a quantum leap in precision. By leveraging the transformer architecture, the model can predict where millions of fossils from tens of thousands of different sites will fall within the record with unprecedented accuracy.

      Comparative History of the “Big Five”

      To contextualize the findings, it is necessary to examine the historical milestones that define Earth’s biological history. The following table outlines the five traditionally recognized mass extinction events as documented in scientific literature.

      Event Name Approximate Timing Estimated Species Loss Genera Loss Family Loss
      End-Ordovician 440 Million Years Ago 86% 57% 27%
      Late Devonian 365–370 Million Years Ago 75% 35% 19%
      End-Permian 250 Million Years Ago 96% 56% 57%
      End-Triassic 200–210 Million Years Ago 80% 47% 23%
      End-Cretaceous 65–66 Million Years Ago 76% 40% 17%

      Note: Data synthesized from A-Z Animals and primary research summaries.

      The Current Crisis: Is This the Sixth Mass Extinction?

      While the AI research looks backward to clarify the past, a heated debate is occurring in the present regarding the sixth mass extinction. The term is often used to describe the “Holocene Extinction,” a crisis triggered by human agriculture, industrialization, and climate change. However, the scientific community remains divided on whether the current situation meets the formal definition of a “mass extinction.”

      The Case for a Sixth Extinction

      Proponents of the label point to the sheer scale of contemporary loss. Gerardo Ceballos, an ecologist, published a study in 2023 examining 5,400 vertebrate genera. His research suggests that humans have caused the extinction of 73 genera since the year 1500. Furthermore, critics of the current status quo argue that official metrics, such as the IUCN Red List, may be significantly undercounting the damage because they often fail to account for invertebrates. Given that 86% of land species and 91% of marine species remain unidentified, the actual loss could be far more catastrophic than recorded.

      Scott Black, Executive Director of the Xerces Society for Invertebrate Conservation, argues that the terminology is secondary to the reality of the decline. “We’re on the trajectory, and we can say that with certainty,” Black stated. “Animals are declining at unprecedented rates. That’s more important than debating the phrasing.” Black emphasized that insects, which form the base of most ecosystems, are facing a “death by a thousand cuts” due to climate destabilization and habitat loss.

      Lesser Prairie Chicken jumping up with wings spread
      ©Rob Palmer Photography/Shutterstock.com — via A-Z Animals

      The Argument Against the Label

      On the other side of the debate, some scientists argue that the term “mass extinction” should be reserved for events that meet a specific biological threshold: the loss of at least 75% of all species. Some data suggests that while current losses are severe, they have not yet reached this level of total biological collapse.

      Tierra Curry, a senior scientist at the Center for Biological Diversity, expressed concerns that the term “sixth mass extinction” can feel overly numerical or even fatalistic. “I don’t say sixth mass extinction… I say we’re in the midst of a heartbreaking biodiversity crisis where it’s too hot for caterpillars to metamorphose, and birds are falling out of the sky because they don’t have enough resources on their migratory pathway,” Curry said. She noted that “silent extinctions”—the slow decline of populations before they reach endangered status—often receive less attention than high-profile species losses.

      Deep-Dive: Drivers of Modern Biodiversity Loss

      If we are indeed in a period of rapid decline, the drivers are well-documented and multifaceted. The WWF 2024 Living Planet Report provides a grim statistical overview of how different regions and taxa are being impacted.

      Regional and Taxonomic Declines

      Global vertebrate populations have seen a staggering average decline of 73% since 1970. However, this loss is not distributed evenly across the globe:

    7. Latin America and the Caribbean: Experienced a 95% decline in monitored populations.
    8. Africa: Saw a 76% decline.
    9. Asia-Pacific: Recorded a 60% decline.
    10. Certain groups are more vulnerable than others. Freshwater species have faced an 85% population abundance loss, significantly higher than the 69% loss seen in terrestrial species and the 56% loss in marine species. In the avian world, an estimated 3 billion birds have been lost since 1970. Furthermore, insects—the foundational elements of pollination and nutrient cycling—are seeing annual abundance falls of 1–2%, representing a 20% decline over just two decades.

      Primary Causal Factors

    11. Habitat Loss and Degradation: Identified by the WWF as the most pervasive threat, driven largely by the global food system, including deforestation and urban expansion.
    12. Chemical Use: The proliferation of pesticides and herbicides is actively destroying the food sources required by essential insect populations.
    13. Climate Change: Beyond temperature increases, “climate destabilization” disrupts biological rhythms, such as the metamorphosis of caterpillars and the migratory success of birds.
    14. Pollution and Infrastructure: River pollution and the construction of dams impact species like the hellbender salamander by reducing genetic diversity and lowering immunity.
    15. Overexploitation: Intensive fishing and hunting practices continue to deplete wild populations faster than they can recover.
    16. What It Means for You

      Whether you view the current situation as a “sixth mass extinction” or a “biodiversity crisis,” the implications for human society and individual lifestyle are significant. The stability of our food systems, water supplies, and climate is inextricably linked to the health of these ecosystems.

      For Residents and Gardeners

      If you live in areas experiencing rapid land-use changes, you can play a direct role in local conservation. Planting climate-adaptive native plants and avoiding the use of pesticides can create vital corridors for pollinators. Providing shallow water sources with stones for insects can also support local invertebrate populations.

      For Consumers

      Your purchasing power is a tool for conservation. Shifting toward sustainable and organic produce can reduce the pressure on global food systems that drive deforestation. Reducing meat consumption and being mindful of the origins of your products can help mitigate the drivers of habitat loss.

      For Advocates and Community Leaders

      As Tierra Curry noted, “we can’t fight every local battle,” but community resistance is essential. Engaging in initiatives like “Bee City USA” or pushing for local policies that regulate light pollution and land use can have measurable impacts. The success of the “Hargila Army” in India—where local communities turned the conservation of the greater adjutant stork into a source of local pride and employment—demonstrates that community-led education can successfully reverse the trend of species decline.

      A close-up shot of a bee on bright yellow wildflowers, showcasing nature's
      Photo by Kristjan H on Pexels

      Counterpoints and Open Questions

      Despite the wealth of data, several critical questions remain unanswered. The primary tension lies in the definition of extinction itself. Is a species “extinct” when its population becomes functionally irrelevant to its ecosystem, or only when the last individual dies?

      Furthermore, there is the risk of the “inevitability” argument. If mass extinctions are seen as natural, cyclical, or even gradual parts of Earth’s history, there is a danger that the current crisis will be viewed as an unavoidable geological phase rather than a preventable human-driven catastrophe. As Tierra Curry warned, the misconception that scientists alone will save these communities can lead to a lack of necessary political and social intervention.

      Another open question involves the “missing” data. With the vast majority of marine and terrestrial species still uncatalogued, how can we ever be certain of the true scale of the current decline? The debate between those focusing on genus-level loss and those focusing on species-level loss continues to shape how we measure the health of our planet.

      What Happens Next

      Moving forward, the intersection of AI and biology will likely provide even more clarity. As models like OneStrata are refined and applied to more datasets, our understanding of the “Big Five” and the current crisis will continue to evolve.

      Key indicators to watch in the coming years include:

    17. The 2030 Coral Deadline: Scientists estimate that 90% of coral reefs could be lost by 2030 if global warming remains at 1.5 degrees Celsius above pre-industrial levels.
    18. Updated Biodiversity Reports: Future releases from the WWF and the IUCN will be critical in determining if the rate of loss is accelerating or if current conservation efforts are beginning to stabilize populations.
    19. Policy Shifts in Agriculture: Watch for increased regulation regarding pesticide use and new incentives for farmers to adopt pollinator-friendly practices.
    20. Frequently Asked Questions

      What is the formal definition of a mass extinction?

      A mass extinction is typically defined by biologists as a period where at least 75% of all species on Earth go extinct over a relatively short geological timeframe. This threshold is used to distinguish between the background extinction rate (the normal, slow disappearance of species) and the catastrophic events that fundamentally reshape life on the planet.

      How does the OneStrata AI model work?

      nOneStrata is a transformer-based AI foundation model, similar in architecture to large language models like GPT. Instead of training on text to predict words, it is trained on the OneStratigraphy dataset to learn the probabilistic relationships within geological rock layers. This allows it to predict the placement of fossils in time with a resolution of approximately 1,000 years, providing much higher detail than traditional methods.

      Are we currently in a sixth mass extinction?

      There is no scientific consensus on this. Some experts argue that the current rate of species loss, particularly among vertebrates and insects, meets the criteria for a sixth mass extinction. Others argue that while the biodiversity crisis is severe and “heartbreaking,” we have not yet reached the 75% species loss threshold required for the formal label.

      What are the main drivers of modern biodiversity loss?

      According to the WWF and other leading scientific bodies, the primary drivers are habitat loss and degradation (largely due to agriculture and urban development), climate change, the widespread use of chemical pesticides, pollution, and the overexploitation of natural resources through hunting and fishing.

      Closing

      Whether Earth’s history is a series of abrupt, violent shifts or a collection of long, gradual transitions, the current data paints a clear picture of biological instability. As AI helps us look more closely at the past, the urgency of addressing the modern biodiversity crisis becomes increasingly apparent. The distinction between a gradual decline and a sudden catastrophe may be a matter of geological perspective, but for the species currently facing unprecedented rates of loss, the timeframe is much more immediate.

      References

    21. a-z-animals.com
    22. www.yahoo.com

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