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Science News for January 11, 2026


Chongqing Medical University team: dual-branch graph attention network enables personalized prediction of ECT efficacy in adolescent depression

A team from Chongqing Medical University developed a model that integrates sMRI and fMRI data to predict treatment responders, achieving high accuracy rates. The dual-branch graph attention network (DBGAN) captures coordinated brain changes linked to emotion regulation and memory processing.

SourceKeAi Communications Co., Ltd.·JournalMeta-Radiology·TypeImaging analysis·DateJan 11, 2026

DGIST achieves the world’s highest efficiency with the development of a perovskite-based self-powered betavoltaic battery

The research team led by DGIST Professor Su-Il In developed a high-performance next-generation betavoltaic battery with an energy conversion efficiency of 10.79%. This is a significant improvement over the previously reported highest efficiency for perovskite-based betavoltaic batteries.

Energy efficiency and social justice: assessing the social risks of the EU Energy Performance of Buildings Directive

A new study assesses the EU Energy Performance of Buildings Directive through a social justice lens, highlighting how renovation policies can widen existing social inequalities. The Composite Building and Social Vulnerability Index reveals markedly different levels of vulnerability across EU countries.

SourceELSP·JournalAdvanced Manufacturing·TypeContent analysis·DateJan 11, 2026

Label attention meets deep learning: a novel model for ICD-11 automatic classification of Chinese EMRs

A novel deep learning model, LA-TextCNN-BiLSTM, has been developed to improve the accuracy of automatic disease classification using ICD-11 for Chinese Electronic Medical Records (EMRs). The model achieved an 83.86% accuracy rate and demonstrated robust performance in multi-label classification.

SourceKeAi Communications Co., Ltd.·JournalInformatics and Health·TypeComputational simulation/modeling·DateJan 11, 2026

Enhanced stability and linearly polarized emission from CsPbI3 perovskite nanoplatelets through A-site cation engineering

Researchers have developed a strategy to enhance the stability of CsPbI3 perovskite nanoplatelets by incorporating formamidinium, which improves bulk thermodynamic stability and surface ligand binding. This approach leads to highly oriented superlattices with improved linear polarization of light emitted.

Microplastics detected in rural woodland

Researchers detected up to 500 microscopic plastic particles per square meter per day in a rural woodland area, almost twice as much as in an urban location. The study reveals that trees and vegetation capture airborne microplastic particles from the atmosphere.

SourceUniversity of Leeds·JournalEnvironmental Pollution·TypeObservational study·DateJan 11, 2026

Protecting older male athletes’ heart health

Veteran male athletes over 50 are more likely to experience abnormal heart rhythms during training if they have scarring in their hearts. Exercise itself is not the cause, but can act as a trigger for dangerous heart rhythms in those with underlying heart issues.

SourceUniversity of Leeds·JournalEuropean Journal of Preventive Cardiology·TypeObservational study·DateJan 11, 2026