Illusions of Accuracy: Widespread Data Leakage Distorts Machine Learning Results in Biochar Research
Machine learning is widely used to assess biochar for soil improvement and environmental applications, but data leakage commonly inflates reported model performance. This can mislead soil management and policy decisions. Using grouped data splits, strict preprocessing separation, and well‐organised metadata is essential for reliable, decision‐relevant ...
Ho Jun Jang +4 more
wiley +1 more source
Reviewing experimental studies on chemical thermal energy storage in Cementitious composites: report of the RILEM TC 299-TES. [PDF]
Skevi L +5 more
europepmc +1 more source
Microalgal bioproduct production is constrained by high cultivation costs. Integrating automated photobioreactors, real‐time pH, light and temperature control, AI‐driven automation, and electronic data logging enables smart cultivation, reduces manual intervention, improves process efficiency, and supports cost‐effective, scalable microalgal bioproduct
Angela Paul Peter +6 more
wiley +1 more source
Pathways to High-Performance Salt Hydrate Thermochemical Energy Storage Materials and Systems. [PDF]
Morrell MR +10 more
europepmc +1 more source
The Role of Lightning in Atmospheric Chemistry
Abstract Lightning has important effects on atmospheric constituents in primarily the middle and upper troposphere. We summarize the effects of lightning on atmospheric chemistry that have been published since the last major review in 2007. The estimates of NOx production by lightning (LNOx) are based on five methods: theoretical/laboratory estimates ...
Kenneth E. Pickering +2 more
wiley +1 more source
Nonenergy Biomass Carbon Removal and Storage (BiCRS): Assessing Durability of Nongaseous Carbon Products Across Terrestrial Storage Fates. [PDF]
Crotty SM +7 more
europepmc +1 more source
Schematic illustration of sustainable recycled polyolefin/almond shell composites showing the effect of MA‐g‐PP compatibilizer on interfacial adhesion, void reduction, and composite morphology for lightweight automotive applications. ABSTRACT This study reports injection‐molded sustainable composites developed from a hybrid recycled polymer matrix ...
Rebecca Sanchez +4 more
wiley +1 more source
Polymers and Chemical Composition of Hardwood and Softwood (Bark, Sapwood, and Heartwood) for Biofuel Production: A Comprehensive Review. [PDF]
Aniza R, Petrissans A, Petrissans M.
europepmc +1 more source
ASA/ATO nanocomposites in MEX 3D for outdoor applications. ABSTRACT In this study, the influence of incorporating Antimony Tin Oxide (ATO) filler into the Acrylonitrile Styrene Acrylate (ASA) pure polymer matrix was investigated, focusing on the mechanical, thermomechanical/thermochemical, and overall quality of 3D printed ASA/ATO nanocomposites.
Nectarios Vidakis +8 more
wiley +1 more source
Recent Advances in Nano-Engineered Thermochemical Energy Storage Materials: Morphologies, Characteristics, and Performance. [PDF]
Jiang Z, Li W, Peng B, Huang S, Zhang X.
europepmc +1 more source

