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
Bayesian Uncertainty-aware Deep Learning with noisy labels: Tackling annotation ambiguity in EEG seizure detection. [PDF]
M Shama D, Venkataraman A.
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
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
Assessing the reproducibility of a subject-specific finite element modelling pipeline for the human metastatic vertebrae. [PDF]
Roger R +7 more
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
Deep learning-based region merging with adaptive threshold optimization for building segmentation in remote sensing images. [PDF]
Shoaib A +8 more
europepmc +1 more source
A dataset and a benchmark model for simultaneous detection of oil well drill pipes and their coupling gaps. [PDF]
Gu J, Cheng Y, Nie Z.
europepmc +1 more source
CLARISA: Connexin-43 Lateralization Automated ROI-Based Image Signal Analyzer. [PDF]
Gattari D +6 more
europepmc +1 more source
CystoDS: a multiclass endoscopy image dataset for artificial intelligence-assisted bladder cancer detection. [PDF]
Lee TJ +9 more
europepmc +1 more source

