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
FTIR spectroscopy and VSC-based colour assessment dataset for comparative analysis of cremated bones. [PDF]
Lillak A, Thompson T, Tõrv M, Oras E.
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
Prevalence of cyp51A variants in a US collection of Aspergillus fumigatus clinical isolates and comparative analysis of their contribution to triazole antifungal resistance. [PDF]
Gómez Londoño LF +10 more
europepmc +1 more source
We develop a data‐driven method to derive the mathematical expressions of the Flory–Huggins interaction parameter χ for the swelling behavior of temperature–responsive hydrogels. Starting from initial assumptions of χ, our workflow combines Bayesian optimization, Flory–Rehner theory, and symbolic regression to generate candidate χ expressions.
Yawen Wang +2 more
wiley +1 more source
Computational study of the separation of regular sphere clusters in high-Mach-number flow. [PDF]
Whalen T, Deiterding R, Laurence SJ.
europepmc +1 more source
The PRIMA Thesaurus for Materials Science and Engineering
The PRIMA Thesaurus is a structured vocabulary designed to improve how materials science data is described and shared. Developed with input from multiple experts, it enables clear documentation of research workflows, data exchange, and reuse across platforms.
Rossella Aversa +8 more
wiley +1 more source
Construction of TiO2/WO3/TiO2 double heterojunction films for excellent electrochromic performance. [PDF]
Lv Z, Yang D, Mo J, Jin Z, Chang S.
europepmc +1 more source
Microstructure Evolution of a VMnFeCoNi High‐Entropy Alloy After Synthesis, Swaging, and Annealing
The synthesis and processing (rotary swaging and annealing) of the novel VMnFeCoNi alloy is investigated, alongside the estimation of the grain size effect on hardness. Analysis of a wide grain size range of recrystallized microstructures (12–210 µm) reveals a low annealing twin density.
Aditya Srinivasan Tirunilai +6 more
wiley +1 more source
Image contraction through fuzzy soft outerplanar graph structures. [PDF]
Jaisankar D, Ramalingam S, Zegeye GB.
europepmc +1 more source

