To accelerate the inverse design of heterostructured metal matrix composites, a closed‐loop scientific machine learning framework integrates continual learning prediction with NSGA‐II‐PMCP optimization. The framework maps microstructural descriptors to strength, toughness, and modulus, expands high‐quality Pareto solutions, and guides experimentally ...
Zhiyan Zhong +11 more
wiley +1 more source
Enablers of community-led action in Australian climate disasters: recognising the role of pre-existing social foundations and local knowledges. [PDF]
Webster S +15 more
europepmc +1 more source
(Fe4N/GaN)@GC: A Bifunctional Electrocatalyst for High‐Performance Rechargeable Zinc‐Air Batteries
This work demonstrates that an unprecedented Fe4N/GaN heterostructure, stabilized by a graphitized carbon shell, induces interfacial charge redistribution and optimizes oxygen‐intermediate adsorption, enabling highly efficient bifunctional ORR/OER electrocatalysis for rechargeable zinc‐air batteries.
Xin‐Yuan Wei +8 more
wiley +1 more source
Disaster preparedness and disaster risk perception among undergraduate health sciences students: a mixed-methods study. [PDF]
Subasi Baybuga M +3 more
europepmc +1 more source
ABSTRACT Bacterial wound infections, particularly those caused by Escherichia coli and Pseudomonas aeruginosa, are difficult to treat due to biofilm formation, multidrug resistance, and chronic inflammation. Here, we report a multifunctional nanoplatform based on a surface‐enhanced Raman scattering (SERS) probe that enables simultaneous photodynamic ...
Hanbin Deng +6 more
wiley +1 more source
How are gender and sexual minority populations included in climate change-associated disaster preparedness plans in Bulawayo Province? A mixed-methods research protocol. [PDF]
Ncube O, Khozah MY, Nunu WN.
europepmc +1 more source
scTIDE identifies single‐cell tipping points by combining manifold‐based graph representations with optimal‐transport conditional flow matching, which preserves intrinsic topology and models distributional dynamics. It supports critical‐transition detection at individual‐cell resolution, prediction of unseen cells, and dimensionality reduction and ...
Jiayuan Zhong +6 more
wiley +1 more source
Bibliometric analysis of scientific research development on drinking water supply in natural disaster-affected areas. [PDF]
Saeid BG, Hesam S, Sajjad R, Mohsen D.
europepmc +1 more source
A flexible PDMS‐LATP polymer‐ceramic membrane creates lithium‐ion “superhighways” for rapid and selective extraction from complex brines. The amorphous PDMS matrix suppresses nonselective leakage and stabilizes the ceramic network, while LATP provides preferential Li+ conduction.
Xinxin Wei +12 more
wiley +1 more source
Beyond the emergency: Centering mental health in community disaster preparedness and recovery. [PDF]
Adepoju OE +3 more
europepmc +1 more source

