Physics‐Embedded Neural Network: A Novel Approach to Design Polymeric Materials
Traditional black‐box models for polymer mechanics rely solely on data and lack physical interpretability. This work presents a physics‐embedded neural network (PENN) that integrates constitutive equations into machine learning. The approach ensures reliable stress predictions, provides interpretable parameters, and enables performance‐driven, inverse ...
Siqi Zhan +8 more
wiley +1 more source
Contextual validation of HEMLEM tool used for measuring clinical micro-learning environments. [PDF]
Malik KA +5 more
europepmc +1 more source
Quasi‐Antipolar Nanoclusters Driven Superior Energy Storage in High‐Entropy Relaxor Ferroelectrics
Quasi‐antipolar nanoclusters are engineered in lead‐free NaNbO3‐based high‐entropy relaxors that weaken polar nanoregion coupling and induce distinct ferroelectric transition under high fields to enable desirable polarization response. This breakthrough system achieves ultrahigh recoverable‐energy‐density (≈18.3 J cm−3), efficiency (≈91.5%), and ...
Ao Tian +12 more
wiley +1 more source
Cross-cultural adaptation and psychometric validation of the Holistic Nursing Competence Scale (HNCS) in Iranian nurses. [PDF]
Abad YJR, Saadati K, Ghaffari F.
europepmc +1 more source
A spin‐corner‐layer coupling mechanism is proposed in 2D altermagnetic bilayers. Exemplified by NiZrI6, the spin, layer, and topological corner states are simultaneously controlled by an ultralow electric field, enabling active modulation of terahertz absorption, emission, and polarization.
Jianhua Wang +6 more
wiley +1 more source
Psychometric validation of the WHO-5 and WHO-4 well-being index scales for assessing psychological well-being and detecting depression in Japanese school-aged children: a community-based study. [PDF]
Adachi M +8 more
europepmc +1 more source
The restrained side‐chain accessibility and versatility of GNRs extremely impede their multifunctionality, solution processability, and numerous solution‐based applications. We report herein a robust liquid‐phase bottom‐up synthesis approach for high‐efficiency preparation of side‐chain sequence‐regulated functional GNRs.
Baiyang Chen +8 more
wiley +1 more source
Development and psychometric validation of the Food Safety Practice Scale (FSPS-18) for the adult population in Bangladesh: insights from the classical test theory and gender invariance test in a cross-sectional study. [PDF]
Amin MB +13 more
europepmc +1 more source
Our work reports that Li⁺ doping in CuInP2S₆ induces coexistence of high‐ and low‐polarization states, which fosters a rich spectrum of topological polar textures, such as bubbles and labyrinth domains. An unconventional flexoelectric effect is also discovered, where strain gradients can mechanically manipulate these polarization states and their ...
Lei Gao +12 more
wiley +1 more source
Beyond Letters: Optimal Transport as a Model for Sub-Letter Orthographic Processing. [PDF]
Taylor JE, Sinn R, Iaia C, Fiebach CJ.
europepmc +1 more source

