Building machine‐readable vocabularies for materials science is slow, expert‐driven work. This study benchmarks 13 large language models on two of its first steps: finding candidate terms in engineering articles and deciding where they belong in a class hierarchy.
Thomas Bjarsch +3 more
wiley +1 more source
Co-cultivation dynamics of the filamentous microorganisms Aspergillus niger and Streptomyces coelicolor in shake flasks. [PDF]
Kheirkhah T +6 more
europepmc +1 more source
Multimodal Data‐Driven Microstructure Characterization
A self‐consistent autonomous workflow for EBSP‐based microstructure segmentation by integrating PCA, GMM clustering, and cNMF with information‐theoretic parameter selection, requiring no user input. An optimal ROI size related to characteristic grain size is identified.
Qi Zhang +4 more
wiley +1 more source
Production and characterization of pellets with sewage sludge for use as an energy and environmental alternative. [PDF]
Zanini B +5 more
europepmc +1 more source
The present study investigates recycling of NiTi shape memory alloys via vacuum induction melting. An ingot was synthesized from elemental Ni and Ti and subjected to three subsequent remelting cycles. Remelting increases process durations and impurity levels and adversely affects microstructures and functional properties.
Sakia Sophia Noorzayee +7 more
wiley +1 more source
The Effect of Pellet Diameter on the Growth Performance, Nutrient Digestibility, and Intestinal Health of Piglets During the Creep Feeding Stage. [PDF]
Kong L, Ou F, Dong S, Zhang N, Ma Y.
europepmc +1 more source
Reproduction of stacking fault energy calculations from literature with a semi‐automated large language model‐assisted extraction procedure: extraction of simulation protocol, atomistic structures, computational parameters, and reported results, ontology alignment, knowledge graph construction and, finally, recomputation forvalidation.
Sepideh Baghaee Ravari +5 more
wiley +1 more source
Effects of Ecological Complexity on Student Identification Accuracy in a School-Based Citizen Science Program. [PDF]
Charter M.
europepmc +1 more source
A Practical Noise2Noise Denoising Pipeline for High‐Throughput Raman Spectroscopy
A lightweight and reproducible denoising pipeline for high‐throughput Raman spectroscopy is introduced, based on a 1D convolutional autoencoder trained with a Noise2Noise strategy. Using only repeated short‐exposure acquisitions, the method suppresses stochastic noise without reference spectra, enabling reliable spectral reconstruction while preserving
David Martin‐Calle +5 more
wiley +1 more source
Guiding a Diclofenac Sodium Dual-Release Sustained Formulation Development Through In Vitro-In Vivo Relationship Based on Physiologically Based Pharmacokinetics. [PDF]
Wang Q +7 more
europepmc +1 more source

