The use of edible insects in human food
Abstract The world population is expected to reach approximately 10 billion people by 2050, which will significantly increase global food demand and may lead to agricultural shortages and a higher risk of food insecurity. In this context, this review discusses the potential of insects as alternative sources of animal protein, addressing their ...
Pamela Barroso de Oliveira +5 more
wiley +1 more source
A bearing fault diagnosis method for hydrodynamic transmissions integrating few-shot learning and transfer learning. [PDF]
Sun D, Yang X, Yang H.
europepmc +1 more source
When seeking nanoparticles with elevated drug loading content, the experimental setup, including solvent selection, is crucial. Through machine learning, we pinpointed that the drug's solubility in the organic solvent is the key factor for attaining high drug loading content.
Wei Ge +4 more
wiley +1 more source
Multi-Method Integration for Spectral Band Importance Analysis in Coal Characterization. [PDF]
Zhang J, Zhao T, Dou Y, Liu Z, Zhou Y.
europepmc +1 more source
Challenges and Opportunities in Machine Learning for Light‐Emitting Polymers
The performance of light‐emitting polymers emerges from coupled effects of chemical diversity, morphology, and exciton dynamics across multiple length scales. This Perspective reviews recent design strategies and experimental challenges, and discusses how machine learning can unify descriptors, data, and modeling approaches to efficiently navigate ...
Tian Tian, Yinyin Bao
wiley +1 more source
An Accurate Machine-Learned Potential for Krypton under Extreme Conditions. [PDF]
Iwasaki AJ +3 more
europepmc +1 more source
Semantic Embeddings of Chemical Elements for Enhanced Materials Inference and Discovery
ElementBERT extracts semantic embeddings of chemical elements from 1.29 million alloy‐related abstracts, providing robust descriptors that improve prediction accuracy by up to 23% across titanium, high‐entropy, and shape memory alloys, with demonstrated generalization on alloy compositions reported in 2025.
Yunze Jia +7 more
wiley +1 more source
Advances in surrogate modeling for biological agent-based simulations: trends, challenges, and future prospects. [PDF]
Norton KA +3 more
europepmc +1 more source
Integrating ML and multi‐objective optimization enabled efficient, accurate design of nanocarriers with optimized loading and encapsulation efficiencies. ABSTRACT Oxaliplatin (OXA), a critical third‐generation platinum chemotherapeutic, is significantly limited by suboptimal loading capacity and encapsulation efficiency in nanoparticle‐based delivery ...
Abbas Rahdar +3 more
wiley +1 more source
Development and Characterization of a Biodegradable Radiopaque PLA/Gd<sub>2</sub>O<sub>3</sub> Filament for Bone-Equivalent Phantom Produced via Fused Filament Fabrication. [PDF]
Özmen Ö, Dursun S.
europepmc +1 more source

