Advanced Engineering Materials, EarlyView.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
, 1900 Part of the Stan Cross Archive of cartoons and drawings, 1912-1974.; "Stan Cross"--In ink, lower right. "Reduction No. 1 on 4418 sh[?]"--In pencil, upper left; "sheet 4"--In ink, upper right corner; "Stan Cross 39 Wallaroy Rd Woollahra"--In ink, lower ...
Cross, Stan, 1888-1977.
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The effects of coherent breathing and blue light after an acute stress on sleepiness and the stress response in a workplace setting: A randomized double-blind cross-over trial. [PDF]
PLoS OneRáčková L +9 more
europepmc +1 more source
Advanced Engineering Materials, EarlyView.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
Sketch for drawing in Australian Pavilion [picture] /
, 1900 Part of the Stan Cross Archive of cartoons and drawings, 1912-1974.; Inscription: "Stan Cross"--In ink, lower right. "Sketch for drawing in australian pavilion designed by architect the late Robin Boyd for the U.S.A.
Cross, Stan, 1888-1977.
core
Freeze-Thaw Damage Evolution of PVA-Fly Ash-Slag Composite Concrete and Low-Dimensional Mapping of Weibull Characteristic Parameters. [PDF]
Materials (Basel)Liang X, Cheng G, Zhao J, Li R.
europepmc +1 more source
The PRIMA Thesaurus for Materials Science and Engineering
Advanced Engineering Materials, EarlyView.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
Chemically Informed Machine Learning Approach for Prediction of Reactivity Ratios in Radical Copolymerization. [PDF]
ACS OmegaSafari H, Bavarian M.
europepmc +1 more source
A Lightweight Procedural Layer for Hybrid Experimental–Computational Workflows in Materials Science
Advanced Engineering Materials, EarlyView.We unveil a prototype hybrid‐workflow framework that fuses automatedcomputation with hands‐on experiments. Built atop pyiron, a lightweight, parameterized layer translates procedure descriptions into executable manual steps, syncing instrument settings, human interventions, and data capture in real‐time today.
Steffen Brinckmann +8 more
wiley +1 more source
Assessing high-throughput surrogate assays for real-world HPV16- and HPV18-specific vaccine immune monitoring: a comparison of PBNA, cCLIA, and IgG. [PDF]
Front ImmunolMao W +10 more
europepmc +1 more source