What Do Large Language Models Know About Materials?
If large language models (LLMs) are to be used inside the material discovery and engineering process, they must be benchmarked for the accurateness of intrinsic material knowledge. The current work introduces 1) a reasoning process through the processing–structure–property–performance chain and 2) a tool for benchmarking knowledge of LLMs concerning ...
Adrian Ehrenhofer +2 more
wiley +1 more source
Diagnostic yield of Franseen biopsy needles in endoscopic ultrasound-guided tissue acquisition: a systematic review and meta-analysis. [PDF]
Gao C, Lai Y, Qu X.
europepmc +1 more source
A Workflow to Accelerate Microstructure‐Sensitive Fatigue Life Predictions
This study introduces a workflow to accelerate predictions of microstructure‐sensitive fatigue life. Results from frameworks with varying levels of simplification are benchmarked against published reference results. The analysis reveals a trade‐off between accuracy and model complexity, offering researchers a practical guide for selecting the optimal ...
Luca Loiodice +2 more
wiley +1 more source
Perceived reward adequacy as a key mechanism for retaining medical doctors in health systems: A structural equation modelling study. [PDF]
Fenyi S, Keelson S.
europepmc +1 more source
A simplified thermoplastic pultrusion model is developed to predict thermal fields in glass fiber/polyethylene terephthalate (GF/PET) composites with reduced computational cost. By combining effective material homogenization, validation against literature data, and Gaussian‐process‐based optimization, the study reveals how heating limits, pulling speed,
Elder Soares +3 more
wiley +1 more source
Economic value and clinical role of minimally invasive, biopsy-based diagnostics in non-small cell lung cancer. [PDF]
Guo J +4 more
europepmc +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
Mapping Data Availability and Assessing Nutritional Adequacy in Standardised Institutional Feeding: A Cross-National Analysis of Military Operational Rations from 69 Countries. [PDF]
Siminiuc R, Țurcanu D.
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
Radiographic Projection Quality Score for the Knee (RPQS-Knee): Development and Reliability. [PDF]
Melcher P +5 more
europepmc +1 more source

