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A deep learning-based model for automatic syntactic complexity assessment in L2 English writing: development and pedagogical application. [PDF]

Sci Rep
Wang Y, Zhao H.
europepmc +1 more source

PARCE: Accurate Inference of Crystal Structure Information From Phonon Vibrational Modes

Materials Genome Engineering Advances, EarlyView.
In this work, we introduce a multidescriptor framework and accuracy‐adaptive ensemble network to classify over 30,000 crystals from phonon and Raman data, achieving > 60% accuracy across diverse structures. Our work reduces reliance on ideal XRD data, enabling automated and large‐scale material structure analysis.
Hongyu Chen +10 more
wiley +1 more source

In-process large language model requesting through knowledge graphs for interfacing with manufacturing digital twins. [PDF]

Mach Learn Eng
Karuka RT, Nguyen V.
europepmc +1 more source

Knowledge-driven automated prefabricated bridge modeling from natural language using LLM and RAG. [PDF]

Sci Rep
Huang F, Mei D, Yang C, Su C, Ma R.
europepmc +1 more source

Commentary: Parenting and transdiagnostic youth psychopathology—Reflections on Richmond‐Rakerd et al. (2026)

JCPP Advances, EarlyView.
Christopher J. Trentacosta
wiley +1 more source

Patient address parsing via KG-aware contrastive learning and constrained on-prem LLM inference. [PDF]

Sci Rep
Li J, Pan X, Jia Y.
europepmc +1 more source

Commentary: Strengths remain underweighted in dimensional and transdiagnostic models of child and youth mental health: Commentary on Altschuler et al. (2026)

JCPP Advances, EarlyView.
Toby Constable, Beth Johnson
wiley +1 more source

A Neuro-Symbolic Bioinformatics Framework for Unlocking Chordate Physiological Dark Data and Validating Allometric Scaling. [PDF]

Biology (Basel)
Duan Z, Zhao G, Li C, Liu B.
europepmc +1 more source