Phase Engineering of Nanomaterials (PEN): Evolution, Current Challenges, and Future Opportunities
This review summarizes the synthesis, phase transition, advanced characterization spanning ex situ to in situ and operando techniques, and diverse applications of phase engineering of nanomaterials (PEN). It further outlines key challenges and future opportunities, such as phase stability, architecture control, and artificial intelligence (AI)‐driven ...
Ye Chen +7 more
wiley +1 more source
Pre-Reduction-Activated Carbon-Based Zinc Vanadate Nanosheet Composite with Zn-O-V Performance Synergy for Machine Learning-Enabled Multiplex Pesticide Detection. [PDF]
Zhong L +11 more
europepmc +1 more source
This review examines passive, active, and hybrid liquid manipulation strategies, highlighting hybrid approaches as an emerging route to reconcile energy efficiency with adaptive control. By actively reconstructing passive surfaces to store programmable interfacial energy, hybrid systems enable flexible yet low‐power liquid transport, with perspectives ...
Jiaqi Miao +3 more
wiley +1 more source
Argus: A Sparse-Label Machine-Learning Workflow for Passive DAS Seismic Catalogue Expansion in CO<sub>2</sub> Storage Monitoring-Application to the CO2CRC Otway Stage 4 Dataset. [PDF]
Almukhametov I +8 more
europepmc +1 more source
Soft Skins With Reversible Thickness Morphing: Materials, Mechanisms, and Applications
Evolution of electronic skin (e‐skin) technologies toward adaptive, multifunctional soft skins. Phase I highlights early rigid and discrete sensory interfaces. Phase II shows the transition toward flexible, stretchable, and large‐area e‐skin. Phase III captures the emergence of computational e‐skin.
Oliver Ozioko +2 more
wiley +1 more source
Predicting Next-Day Passive Suicidal Ideation in At-Risk Youth. [PDF]
Kentopp S +4 more
europepmc +1 more source
Mixed‐cation lead mixed‐halide perovskites suffer from structural instabilities linked to nanoscale heterogeneity. To probe this non‐destructively, a low‐dose, concurrent 4D‐STEM and EDX methodology has been developed. Examining a (FA0.83Cs0.17)Pb(I0.8Br0.2)3 film revealed a complex mosaic of coexisting crystal structures. Crucially, local deficiencies
Jinseok Ryu +6 more
wiley +1 more source
Cell-based therapies of autoimmune diseases in the context of artificial intelligence development. [PDF]
Dinesh D +3 more
europepmc +1 more source
Active Learning-based Machine Learning Model Training
This paper investigates the application of active learning techniques to enhance the training efficiency and accuracy of machine learning models. Traditional machine learning model training frequently relies on random sample selection, which can be highly inefficient, particularly when dealing with large datasets where the majority of data points may ...
openaire +1 more source

