Polychip‐A High‐Throughput Droplet Microfluidics Platform for Interrogating Microbial Interactions
Polychip, a fully integrated droplet microfluidics platform, enables high‐throughput, single‐cell resolution screening of polymicrobial interactions. By seamlessly combining six automated microfluidics operations on a single chip, the system accelerates antimicrobial discovery by 11 to 14 times compared to traditional robotic methods.
Jeong Jae Han +11 more
wiley +1 more source
Strategic valorization of invasive alien plants: A bioeconomic review for sustainable product development. [PDF]
Patil P +6 more
europepmc +1 more source
Performance–Complexity Trade‐Offs in Battery Lifetime Prediction with Task‐Aware Transformers
FAST‐BatPro integrates convolutional feature extraction, flash Attention, and sparse attention for efficient battery lifetime prediction. Using limited early‐cycle data across multiple chemistries and operating conditions, it achieves robust accuracy while reducing inference latency, computational cost, and energy consumption.
Jingyuan Zhao +9 more
wiley +1 more source
Reevaluating carbon storage and emissions in California's harvested wood products: implications for alternative waste parameters. [PDF]
Lucey TK, MacLean MG, Tase NA.
europepmc +1 more source
Ethical Precision in Nanoscale Brain Interfacing
As brain interfaces approach the nanoscale, precision no longer only measures—it knows, predicts, and potentially reshapes the mind. This work argues that traditional ethics fails under such conditions and proposes a shift toward continuous, operation‐based governance using the recovery–discovery framework to track, constrain, and responsibly steer ...
Guilherme Wood
wiley +1 more source
A Public Image Dataset for Surface Defect Detection of Water-Based Coated Wood Products. [PDF]
Jia N, Chen K, Liu C, Wang N.
europepmc +1 more source
Light‐Imprinted Chirality in Nanomaterials: From Principles to Applications
Light‐induced chirality represents a transformative paradigm for fabricating chiral nanostructures. This review provides a comprehensive framework encompassing light‐based strategies for imprinting and tuning chirality in nanomaterials, which guides researchers in harnessing light to create next‐generation functional materials.
Xinru Jin +3 more
wiley +1 more source
Sustainable Plant-Based Electrodes for Electrocatalytic Conversion of Small Molecules: From Biomass to Functional Electrodes. [PDF]
Long Y +6 more
europepmc +1 more source
By overcoming the fixed‐path limitations of conventional machine learning, a heterogeneous graph neural network fundamentally reconstructs material data representation. Integrating variable processing sequences with intrinsic elemental features, this framework enables exploratory optimization across high‐dimensional spaces.
Jie Yin +12 more
wiley +1 more source
Fiber Fabric-Reinforced Laminated Veneer Lumber (LVL) as Insulation Material for Green Buildings. [PDF]
Kaya M +3 more
europepmc +1 more source

