CAUSALITY

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Bidirectional causality of physical exercise in retinal neuroprotection
《Neural Regeneration Research》2025年第12期3400-3415,共16页Stephen K.Agadagba Suk-yu Yau Ying Liang Kristine Dalton Benjamin Thompson 
supported by the InnoHK Initiative and the Hong Kong Special Administrative Region Government, China (to SYY)。
Physical exercise is recognized as an effective intervention to improve mood,physical performance,and general well-being.It achieves these benefits through cellular and molecular mechanisms that promote the release of...
关键词：age-related macular degeneration biomarkers diabetic retinopathy GLAUCOMA neuroprotective factors ocular diseases physical exercise retinal neuroprotection retinitis pigmentosa visual impairment 
Causally enhanced initial conditions: A novel soft constraints strategy for physics informed neural networks
《Chinese Physics B》2025年第4期365-375,共11页Wenshu Zha Dongsheng Chen Daolun Li Luhang Shen Enyuan Chen 
supported by the National Natural Science Foundation of China(Grant Nos.1217211 and 12372244).
Physics informed neural networks(PINNs)are a deep learning approach designed to solve partial differential equations(PDEs).Accurately learning the initial conditions is crucial when employing PINNs to solve PDEs.Howev...
关键词：initial condition physics informed neural networks temporal march causality coefficient 
Uncovering the Pre-Deterioration State during Disease Progression Based on Sample-Specific Causality Network Entropy(SCNE)
《Research》2025年第1期55-67,共13页Jiayuan Zhong Hui Tang Ziyi Huang Hua Chai Fei Ling Pei Chen Rui Liu 
supported by National Natural Science Foundation of China(nos.T2341022,12322119,62172164,and 12271180);Guangdong Provincial Key Laboratory of Human Digital Twin(2022B1212010004);Educational Commission of Guangdong Province of China(2023KQNCX073);the Natural Science Foundation of Guangdong Province of China(2022A-1515110759,and 2023A1515110558);Fundamental Research Funds for the Central Universities(2023ZYGXZR077).
Complex diseases do not always follow gradual progressions.Instead,they may experience sudden shifts known as critical states or tipping points,where a marked qualitative change occurs.Detecting such a pivotal transit...
关键词：critical states sample specific causality network entropy pre deterioration state complex diseases tipping points high dimensional data numerical simulations 
Discovering causal models for structural,construction and defense-related engineering phenomena
《Defence Technology(防务技术)》2025年第1期60-79,共20页M.Z.Naser 
Causality,the science of cause and effect,has made it possible to create a new family of models.Such models are often referred to as causal models.Unlike those of mathematical,numerical,empirical,or machine learning(M...
关键词：CAUSALITY Causal discovery Directed acyclic graphs Machine learning Metrics 
Asymmetric interactions among cutting-edge technologies and pioneering conventional and Islamic cryptocurrencies:fresh evidence from intra-day-based good and bad volatilities
《Financial Innovation》2024年第1期1136-1184,共49页Mahdi Ghaemi Asl David Roubaud 
This study examines the nexus between the good and bad volatilities of three technological revolutions—financial technology(FinTech),the Internet of Things,and artificial intelligence and technology—as well as the t...
关键词：Cryptocurrency Blockchain Financial technology Volatilities Nonparametric quantile causality 
The associations between oxidative stress and epilepsy:a bidirectional two-sample Mendelian randomization study
《Acta Epileptologica》2024年第4期343-351,共9页Lan Zhang Ningning Zhang Xuyan Sun Sirui Chen Yuanhang Xu Yaqing Liu Junqiang Li Dadong Luo Xin Tian Tiancheng Wang 
supported by the grants from 2023 Provincial Key Talent Project,Construction of Innovative Research Platform for Multimodal Imaging and Neuromodulation in Epilepsy in Gansu Province,2023.05-2024.05,funding 400,000,under research,presided over,Second Hospital of Lanzhou University;Gansu Province Joint Research Fund General Project,Research on Brain Network Mechanisms of Epilepsy and its Co-morbidities Based on Crossmodal Functional Imaging,2024.01-2026.12,funding 200,000,under research,presided over,the Second Hospital of Lanzhou University;The Second Hospital of Lanzhou University,"Cuiying Science and Technology Innovation"project,based on rTMS,tDCS stimulation state of adolescent myoclonic epilepsy brain network and neural loop mechanism research,CY2023-MS-B03,2024.01-2026.12,funding 100,000,in research,presided over,the Second Hospital of Lanzhou University.Hospital of Lanzhou University。
Background Studies on the association between oxidative stress and epilepsy have yielded varied results.In this study,we aimed to investigate the causal relationship between oxidative stress markers and epilepsy.Metho...
关键词：Oxidative stress EPILEPSY Mendelian randomization CAUSALITY Serum metabolites 
End-to-end multi-granulation causality extraction model
《Digital Communications and Networks》2024年第6期1864-1873,共10页Miao Wu Qinghua Zhang Chengying Wu Guoyin Wang 
supported in part by the National Natural Science Foundation of China(No.62221005);the National Key Research and Development Program of China(No.2021YFF0704101,No.2020YFC2003502);the National Natural Science Foundation of China(No.61876201);the Natural Science Foundation of Chongqing(No.cstc2019jcyj-cxtt X0002,No.cstc2021ycjh-bgzxm0013);the key cooperation project of chongqing municipal education commission(HZ2021008)。
Causality extraction has become a crucial task in natural language processing and knowledge graph.However,most existing methods divide causality extraction into two subtasks:extraction of candidate causal pairs and cl...
关键词：Causality extraction Granular computing Granular causality tree Semantic representation Sequence labeling 
A fine-grained deconfounding study for knowledge-based visual dialog
《Visual Informatics》2024年第4期36-47,共12页An-An Liu Quanhan Wu Chenxi Huang Chao Xue Xianzhu Liu Ning Xu 
supported in part by the National Natural Science Foundation of China (U21B2024,62472303,62402334).
Knowledge-based Visual Dialog is a challenging vision-language task,where an agent engages in dialog to answer questions with humans based on the input image and corresponding commonsense knowledge.The debiasing metho...
关键词：Visual dialog KNOWLEDGE Deconfounding CAUSALITY 
Carnitine is causally associated with susceptibility and severity of sepsis: a Mendelian randomization study
《Emergency and Critical Care Medicine》2024年第4期149-154,共6页Qingju Zhang Xilong Liu Qi Shen Xingfang Wang Jiaojiao Pang Yuguo Chen 
This study was supported by the State Key Program of the National Natural Science Foundation of China(82030059);National Natural Science Foundation of China(82172127,81772036,82072144,81671952,81873950,and 81873953);National Key R&D Program of China(2020YFC1512700,2020YFC1512705,2020YFC1512703,and 2020YFC0846600);National S&T Fundamental Resources Investigation Project(2018FY100600,2018FY100602);Taishan Pandeng Scholar Program of Shandong Province(tspd20181220);Taishan Young Scholar Program of Shandong Province(tsqn20161065,tsqn201812129);Youth Top-Talent Project of National Ten Thousand Talents Plan,Qilu Young Scholar Program,and the Fun-damental Research Funds of Shandong University(2018JC011).
Background:Energy metabolism disorders contribute to the development of sepsis.Carnitine is essential for fatty acid metabolism and energy production.Therefore,we aimed to explore whether there is a causal relationshi...
关键词：CARNITINE CAUSALITY Genome-wide association study(GWAS) Mendelian randomization SEPSIS 
How do supply or demand shocks affect the US oil market?
《Financial Innovation》2024年第1期3668-3694,共27页Jose Carlos Vides Julia Feria Antonio A.Golpe Juan Manuel Martín-Alvarez 
The study of the relationship between crude oil and its refined products prices may be perceived as an important tool for testing how are the dynamics and the type of integration of the petro-derivatives market in the...
关键词：ASYMMETRIES CAUSALITY Crude oil Refined products 
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