Rediscovering science: new knowledge hidden in old data
Peer-Reviewed Publication
Updates every hour. Last Updated: 19-Jun-2026 21:15 ET (20-Jun-2026 01:15 GMT/UTC)
What if some of the most important scientific discoveries are already hidden in data collected years ago? Researchers at Tohoku University are exploring how AI and data-driven science can reveal new insights from past experiments and scientific literature. Their review highlights how old data could help accelerate discoveries in chemistry and materials science.
Biochar, a charcoal-like substance added to soil, is widely seen as a tool for improving crop yields and locking away carbon. When added to soil, it creates a unique micro-environment known as the charosphere, where complex chemical reactions take place. A new investigation from Northwest A&F University now shows that this zone can become a hotspot for reactive oxygen species (ROS)—highly unstable molecules that can influence critical soil processes. The findings demonstrate that how biochar is produced determines the type of ROS created, with significant consequences for its ability to mitigate greenhouse gases.
The research team, led by corresponding author Hanzhong Jia, conducted controlled incubation experiments to track chemical changes in the soil immediately surrounding biochar. They produced biochar at two different pyrolysis temperatures—a lower 300°C and a higher 500°C—to see how this affected its properties. Using fluorescence imaging and electron paramagnetic resonance spectroscopy, they identified and quantified the different ROS being generated in the charosphere over time and space, linking them back to the specific particles released by each type of biochar.
In the global effort to combat climate change, soil has been recognized as the largest terrestrial carbon sink. Yet, most climate policies and carbon accounting systems focus only on the top 30 centimeters. A comprehensive new review, led by an international team of scientists from institutions including The University of Western Australia, Amity University, and Tsinghua University, explains why this surface-level view is dangerously incomplete and calls for a fundamental shift in how we manage the massive carbon reserves stored deep within the Earth.
This extensive work synthesizes global research to build a cohesive picture of deep soil carbon—the organic matter stored below the standard sampling depth. The analysis confirms that these subsoil layers contain a colossal amount of carbon, estimated at over 850 petagrams worldwide, which accounts for 50% to 60% of the total carbon stock in the top meter of soil. By examining the sources, distribution, and stability of this carbon, the review provides a critical framework for understanding its role in long-term climate mitigation and soil health.
By adapting an algorithm from the 1980s to the modern context of mathematical objects called tensor networks, researchers at the Flatiron Institute extended the reach of classical computation and tackled a class of problems previously claimed to be solvable only by quantum computers.
Using observations from the James Webb Space Telescope (JWST), researchers have identified cloudy “mornings” and clear “evenings” on a distant gas giant exoplanet. The findings suggest that the planet’s atmospheric aerosols are dominated by condensation-driven clouds that form, circulate, and evaporate as they move through extreme temperature contrasts across the planet. Aerosols play an important role in shaping the appearance, chemistry, and temperature of exoplanet atmospheres. However, there is limited information about the nature of these particles, including their atmospheric distribution or the physical processes that determine their properties. In hot Jupiters – a class of gas giant exoplanets that are physically similar to Jupiter – it has long been debated whether atmospheric aerosols are primarily mineral clouds formed through condensation or photochemical hazes generated by intense stellar radiation. Because they can obscure or distort spectral signals, they also complicate efforts to determine the chemical composition of distant worlds.
Here, Sagnick Mukherjee and colleagues used the Near Infrared Imager and Slitless Spectrograph (NIRISS) instrument on the JWST to observe the tidally locked, hot Jupiter exoplanet, WASP-94A b, and analyzed the light passing separately through the planet’s “morning” and “evening” atmospheric horizons. The findings revealed stark differences between the two hemispheres: the cooler morning side appeared heavily shrouded in high-mineral clouds that obscure gaseous signatures, while the hotter evening side is comparatively clear and shows strong water vapor absorption. According to Mukherjee et al., this pattern suggests that the planet’s aerosols are dominated by clouds formed through condensation rather than photochemical processes. Moreover, further analysis using a 3D general circulation model indicates a dynamic cloud cycle driven by extreme temperature contrasts of roughly 450 degrees Kelvin between the planet’s two hemispheres. Clouds appear to form on the cooler night side of the planet, circulate toward the morning side, and then evaporate as they move into the intensely heated day side. According to Mukherjee et al., the findings warn that treating an exoplanet’s atmosphere as uniform, which is a common simplifying assumption, can significantly distort or bias estimates of their chemistry and physical properties, and suggest that previous measurements of exoplanet atmospheres may need to be reconsidered to account for complex, asymmetric weather systems.