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Январь
2026

Новости за 21.01.2026

Plos.org 

Optimizing regional innovation ecosystems through actor-environment coevolution: A dynamic configurational analysis from a CAS perspective

by Hanjun Pang, Yiling Jiang, Lei Wu, Lu Wang

The interaction among innovation actors and environmental uncertainties has intensified the complexity of the evolution and drivers of regional innovation ecosystems, with profound implications for regional economies. This research aims to investigate the evolution and impact mechanisms of regional innovation ecosystems through the complex adaptive systems perspective. Employing an integrated methodology, we combine quantitative performance evaluation... Читать дальше...

Plos.org 

DFENet: A diverse feature extraction neural network for improving automatic modulation classification accuracy in wireless communication systems

by Ha-Khanh Le, Van-Phuc Hoang, Van-Sang Doan

In this paper, a convolutional neural network (CNN) model, named DFENet, is composed of multi-branch blocks for diverse feature extraction (DFE) to improve the accuracy of automatic modulation classification (AMC) in wireless communication systems. The DFE blocks primarily involve advanced processing sub-blocks designed to extract signal features from IQ (In-phase and Quadrature-phase) data using filters at multiple scales. By extracting diverse intrinsic features... Читать дальше...

Plos.org 

Tree species-specific strategies of soil aggregation driven by SOC–GRSP coupling under nitrogen addition and precipitation reduction

by Mingxin Zhou, Yibo Li, Wei Liu, Chao Jia, Jiantao Hao

Soil structural stability underpins ecosystem function, yet how nitrogen (N) enrichment and precipitation reduction jointly regulate glomalin-related soil proteins (GRSP) and aggregate formation in temperate forests remains poorly understood. This knowledge gap limits predictions of soil carbon persistence under global change. A factorial field experiment was conducted in an old-growth temperate forest with four treatments (CK, + N, –P, + N–P) across three dominant tree species. Читать дальше...

Plos.org 

Contrastive learning enhanced retrieval-augmented few-shot framework for multi-label patent classification

by Wenlong Zheng, Xin Li, Guoqing Cui, Shikun Chen

The rapid expansion of patent databases poses increasing challenges for multi-label patent classification, particularly for inventions spanning multiple technological domains. Conventional approaches are hindered by high annotation costs and limited scalability, while often neglecting the semantic structure of patent documents. Here, we present a retrieval-enhanced few-shot learning framework that combines patent-specific contrastive pre-training... Читать дальше...

Plos.org 

Community-level externalities in child health: Evidence from Sub-Saharan Africa

by Emmanuel Skoufias, Katja Vinha

We use data from twenty countries from the harmonized versions of the Demographic and Health Surveys (DHS) for countries in Sub-Saharan Africa to investigate the extent to which contextual factors such as the level of women’s schooling in the community and the fraction of households in the community with improved water and improved sanitation facilities have an impact on child health in the short-term and in the long-term. Short-term child health is measured... Читать дальше...

Plos.org 

Age-specific impact of COVID-19 on birth rates in Japan: An interrupted time-series analysis using national vital statistics

by Tasuku Okui

Objectives

A study investigating the impact of COVID-19 on birth rates across women’s age groups has not been previously conducted in Japan. Therefore, we examined this issue using national birth data.

Methods

The analysis utilized monthly live birth data from the Vital Statistics from 2015 to 2023, which were accessed on July 27, 2025. We estimated the expected number of births in the post-pandemic period through quasi-Poisson regression analysis and calculated the... Читать дальше...

Plos.org 

How can we reduce the rate of Violent-Sexual Crimes? An attempt at street design

by Yiyao Zhang, Zikai Jin, Shu Zhuang, Shengjie Zhao, Li Ling

Well-designed streets can foster a harmonious social environment. Street crime rates are closely related to street design, and Violent-Sexual Crime (VSC) is a significant public order concern. While most existing studies address the impact of single environmental factors on street crime, a comprehensive assessment that integrates multiple factors is lacking. As an exploratory study, this research aims to propose and preliminarily... Читать дальше...

Plos.org 

Impact of the COVID-19 pandemic and typhoid conjugate vaccine introduction on typhoid fever in Nepal

by Dipesh Tamrakar, Shiva Ram Naga, Esther Jung, Basudha Shrestha, Pratibha Bista Roka, Rabin Sharma Pokharel, Sabin Bikram Shah, Aarjya Tara Bajracharya, Surendra K. Mahadup, Nishan Katuwal, Kate Doyle, Jessica C. Seidman, Alice S. Carter, Stephen P. Luby, Isaac I. Bogoch, Kristen Aiemjoy, Denise O. Garrett, Rajeev Shrestha, Jason R. Andrews

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Plos.org 

Measuring real-time disease transmissibility with temperature-dependent generation intervals

by Esther Li Wen Choo, Kris V. Parag, Jo Yi Chow, Jue Tao Lim

Accurate real-time estimation of the effective reproduction number (Rt) is critical for infectious disease surveillance and response. In vector-borne diseases like dengue, temperature strongly influences disease transmission by affecting generation times. However, most existing Rt estimation methods assume a fixed generation interval, leading to biased estimates and unreliable assessments of transmission risk in settings with fluctuating temperatures. Читать дальше...




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