A Comprehensive Assessment and Benchmark Study of Large Atomistic Foundation Models for Phonons
We benchmark six large atomistic foundation models on 2429 crystalline materials for phonon transport properties. The rapid development of universal machine learning potentials (uMLPs) has enabled efficient, accurate predictions of diverse material properties across broad chemical spaces.
Md Zaibul Anam +5 more
wiley +1 more source
Determinants of Healthcare Costs in Individuals With Down Syndrome: A Systematic Review. [PDF]
Rakhshan ST +4 more
europepmc +1 more source
Explaining the Origin of Negative Poisson's Ratio in Amorphous Networks With Machine Learning
This review summarizes how machine learning (ML) breaks the “vicious cycle” in designing auxetic amorphous networks. By transitioning from traditional “black‐box” optimization to an interpretable “AI‐Physics” closed‐loop paradigm, ML is shown to not only discover highly optimized structures—such as all‐convex polygon networks—but also unveil hidden ...
Shengyu Lu, Xiangying Shen
wiley +1 more source
The Price of Dedication: An Analysis of Wage Trajectories in State and Local Public Health From 2017 to 2024. [PDF]
Singh S +5 more
europepmc +1 more source
AI‐Driven Cancer Multi‐Omics: A Review From the Data Pipeline Perspective
The exponential growth of cancer multi‐omics data brings opportunities and challenges for precision oncology. This review systematically examines AI's role in addressing these challenges, covering generative models, integration architectures, Explainable AI for clinical trust, clinical applications, and key directions for clinical translation.
Shilong Liu, Shunxiang Li, Kun Qian
wiley +1 more source
COBT: a gene-based rare variant burden test for case-only study designs using aggregated genotypes from public reference cohorts. [PDF]
Favier A +19 more
europepmc +1 more source
Medicare Part D Use and Costs for Immune-Mediated Neurologic Therapies.
Wong KH +12 more
europepmc +1 more source
Access in all areas? A round-up of developments in market access and health technology assessment: part 13. [PDF]
Ramagopalan SV, Pannelay AJ.
europepmc +1 more source
Bedside ventilatory settings guided by respiratory mechanics in acute respiratory distress syndrome. [PDF]
Chiumello D +5 more
europepmc +1 more source
Novel Wire-Assisted Mitral Commissurotomy Reduces Valve Crossing Time Compared to Inoue-Balloon Technique of Treating Mitral Stenosis, Randomized Controlled Trial (CROSSVal). [PDF]
Oljira CF +11 more
europepmc +1 more source

