Fostering Innovation: Streamlining Magnetocaloric Materials Research by Digitalization
Magnetocaloric cooling (MCE) is an environmentally friendly refrigeration method with great potential. Optimizing MCE materials involves the preparation and screening of large quantities of samples, which in turn generates a large amount of data. A digitalization approach is presented that uses ontologies, knowledge graphs, and digital workflows to ...
Simon Bekemeier +17 more
wiley +1 more source
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
Human learning of probability distributions is biased toward moderate structural complexity. [PDF]
Teng T, Wenliang LK, Zhang H.
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
Performance of Cardiovascular Disease (CVD) Risk Assessment Tools in Clinical Practice - Agreement Between Different CVD Risk Scores Among Patients Attending NCD Clinic in a Tertiary Care Setting: A Prospective Observational Study. [PDF]
Pal D +6 more
europepmc +1 more source
Current Status and Challenges in Data Collection for Aerospace Coatings Deposited by Plasma Spraying
An innovative approach has been integrated into the GRENAT project to optimize plasma spraying and coating performance. Raw materials are accelerated and melted in the plasma generated by torches, creating coatings. Monitoring sensors collect process data which are combined with ex situ characterization data.
Lila Randriamananjara +8 more
wiley +1 more source
Unveiling hidden intermediate states in protein folding with AI-based conditional transition clustering. [PDF]
Liu X, Cai W, Fu H, Shao X.
europepmc +1 more source
Modular Critical Element Recycling Platform Using a Nanoporous Additively Manufactured Gyroid
A modular recycling platform integrates 3D‐printed nanoporous gyroid structures to enable efficient critical element recovery. This system utilizes a hierarchical architecture, combining macroscopic channels with polymerization‐induced nanoscale porosity. By systematically tuning structural wall thickness and resin formulation, the platform achieves an
Xiangyu Gao +6 more
wiley +1 more source
Spatiotemporal evolution and spatial differentiation of carbon emission intensity in the Chinese transport sector. [PDF]
Tang Y, Jiang H.
europepmc +1 more source
Molecular Dynamics Simulations and Electric Field Poling of Covalently Bonded Chromophores at Poly(methyl Methacrylate). [PDF]
Denda NM +5 more
europepmc +1 more source

