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
Confidence and uncertainty aware deep learning for reliable grape leaf disease diagnosis under real world field conditions. [PDF]
Ergün E, Okumus H, Cinar OE, Batan N.
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
Cast Porosity Prediction by Means of Thercast Finite Element Analysis. [PDF]
Fedoriachenko S +6 more
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
Reducing medical equipment downtime using Lean Six Sigma: a quality improvement project at Suhul Hospital, Shire. [PDF]
Gebremariyam HM.
europepmc +1 more source
A Lightweight Procedural Layer for Hybrid Experimental–Computational Workflows in Materials Science
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
Designing Reliable Care Through Clinical Pathways: A Human Factors Framework. [PDF]
Hijano DR, Clark DA.
europepmc +1 more source
Retraction Note: Fabrication of new composite NCuTiO<sub>2</sub>/CQD for photocatalytic degradation of ciprofloxacin and pharmaceutical wastewater treatment: degradation pathway, toxicity assessment. [PDF]
Noroozi R +6 more
europepmc +1 more source

