Efficient Screening of Organic Singlet Fission Molecules Using Graph Neural Networks
A high‐throughput screening framework based on graph neural networks (GNNs) and multi‐level validation facilitates the identification of singlet fission (SF) candidates. By efficiently predicting excitation energies across 20 million molecules, and integrating TDDFT calculations, synthetic accessibility assessments, and GW+BSE calculations, this ...
Li Fu +5 more
wiley +1 more source
Quantification of beta-cell carrying capacity in prediabetes. [PDF]
Woller A +11 more
europepmc +1 more source
ABSTRACT Methane's efficient catalytic removal is vital for sustainable development. Bimetallic catalysts, though promising for methane activation, pose a design challenge due to their complex compositional space. This work introduces an integrated framework that combines high‐throughput density functional theory (DFT) and interpretable machine ...
Mingzhang Pan +8 more
wiley +1 more source
Review Areca Thirteen Pill (GY-13) for depression: a ConPhyMP-Informed critical review of material definition, pharmacological evidence, and translational Heyi-neuroplasticity-stress hypotheses. [PDF]
Dai N, Bao Z, Chen X.
europepmc +1 more source
Using single‐cell transcriptomic and epigenomic profiling, researchers mapped microglial dysfunction across the lifespan of db/db mice. The authors uncovered a nonlinear microglial remodeling featuring early inflammatory priming, a mid‐stage transcriptional inflection, and late dysfunction.
Jizhou Zhang +6 more
wiley +1 more source
Anion-engineered CsInTiS₄₋ₓOₓ (x = 0.8) quantum dots for enhanced nonlinear photonics and optoelectronics. [PDF]
El-Bana MS, Alsulami A, El-Mansy MAM.
europepmc +1 more source
Flexoelectricity in Photoconversion: Fundamentals, Materials, and Outlooks
Mechanical bending of a flexible cantilever induces a strain gradient in the photoactive material. The resulting flexoelectric field couples with photovoltaic and photoconductive effects, modulating charge generation, separation, and collection. A comparative analysis of oxide perovskites, halide perovskites, and two‐dimensional materials is presented,
Xiang Huang, Feng Li, Rongkun Zheng
wiley +1 more source
Does G-ALPS measure glymphatic function? Revisiting construct validity in diffusion-based glymphatic imaging. [PDF]
Camargos EF, Olegário RL, Nóbrega OT.
europepmc +1 more source
Neuromorphic Near‐Sensor and In‐Sensor Computing Enabled by Next‐Generation Material‐Based Sensors
This Review presents a structural framework that classifies neuromorphic sensing into near‐sensor and in‐sensor architectures, clarifying physical coupling between sensing and computation. The framework connects neural and synaptic device functions with recent advances in optical, mechanical, and chemical sensing, compares energy consumption and ...
Su Yeon Jung +7 more
wiley +1 more source
Machine learning prediction of photoionization cross section in GaAs AlGaAs quantum dot ring nanostructures. [PDF]
Jaouane M +5 more
europepmc +1 more source

