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CKV-Type矩阵和CKV-Type-B矩阵的扩展垂直线性互补问题解的误差估计
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作者 蒋建新 《吉首大学学报(自然科学版)》 2026年第1期6-12,24,共8页
围绕CKV-type矩阵和CKV-type-B矩阵,研究了扩展垂直线性互补问题解的误差界.以“块矩阵任意子块满足2类矩阵定义”为前提,证明了对原块矩阵进行行重排后,得到的新矩阵中每一子块仍保持与原矩阵子块相同的类型,且重排后的矩阵具有行W-性... 围绕CKV-type矩阵和CKV-type-B矩阵,研究了扩展垂直线性互补问题解的误差界.以“块矩阵任意子块满足2类矩阵定义”为前提,证明了对原块矩阵进行行重排后,得到的新矩阵中每一子块仍保持与原矩阵子块相同的类型,且重排后的矩阵具有行W-性质.在此基础上,推导出2类矩阵对应问题解的误差界表达式. 展开更多
关键词 CKV-type矩阵 CKV-type-B矩阵 扩展垂直线性互补问题
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模型互联网中基于自我效能的Token级多模型协作
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作者 王建辉 李哲涛 +3 位作者 石伟凡 王泽平 郑智润 李成新 《通信学报》 北大核心 2026年第2期125-139,共15页
针对模型互联网中Token级协作在推理性能与开销难以兼顾的问题,提出一种基于自我效能的Token级多模型协作方法ConfiPara。首先,为解决现有Token级协作方法的高开销问题,设计一种具有退出机制的Token级多模型协作方法。其次,提出一种融... 针对模型互联网中Token级协作在推理性能与开销难以兼顾的问题,提出一种基于自我效能的Token级多模型协作方法ConfiPara。首先,为解决现有Token级协作方法的高开销问题,设计一种具有退出机制的Token级多模型协作方法。其次,提出一种融合基模型自信度与信心可靠度的自我效能评估算法,用以判定退出时机;通过自我效能引导基模型在适当时转为独立推理,从而跳过冗余协作,在保证准确率的同时减少Token开销。实验结果表明,ConfiPara方法能以较小的准确率损失,显著降低Token消耗与推理时延。在单协作模型场景下,该方法仅以2.5%的准确率损失就能降低约21%的Token开销和最高75%的单Token生成时延。 展开更多
关键词 大模型 模型互联网 token级模型协作 退出机制 自我效能
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Uniqueness of Positive Solutions to Semilinear Equations with Critical Exponential Nonlinearity of Henon Type
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作者 CEN Jianglin ZHU Maochun 《应用数学》 北大核心 2026年第1期80-89,共10页
In this paper,we study the uniqueness of positive solutions to the following semilinear equations{-Δu=λ|x|^(α)ue^(u^(2)),in B_(1),u=0,onδB_(1)ueu2;in B_(1);u=0;on@B_(1);whereλ>0,α>-2;B_(1)denotes the unit ... In this paper,we study the uniqueness of positive solutions to the following semilinear equations{-Δu=λ|x|^(α)ue^(u^(2)),in B_(1),u=0,onδB_(1)ueu2;in B_(1);u=0;on@B_(1);whereλ>0,α>-2;B_(1)denotes the unit disk in R^(2):By delicate and relatively complicated computation of radial solutions to the above equation and the asymptotic expansion of solutions near the boundary of B_(1),the uniqueness of positive solutions is obtained.The results of this paper extend the uniqueness result for the semilinear equation with critical exponential growth in CHEN et al.(2022)to the case that includes a Henon term. 展开更多
关键词 UNIQUENESS Trudinger-Moser inequality Critical exponential Henon type
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Effective Token Masking Augmentation Using Term-Document Frequency for Language Model-Based Legal Case Classification
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作者 Ye-Chan Park Mohd Asyraf Zulkifley +1 位作者 Bong-Soo Sohn Jaesung Lee 《Computers, Materials & Continua》 2026年第4期928-945,共18页
Legal case classification involves the categorization of legal documents into predefined categories,which facilitates legal information retrieval and case management.However,real-world legal datasets often suffer from... Legal case classification involves the categorization of legal documents into predefined categories,which facilitates legal information retrieval and case management.However,real-world legal datasets often suffer from class imbalances due to the uneven distribution of case types across legal domains.This leads to biased model performance,in the form of high accuracy for overrepresented categories and underperformance for minority classes.To address this issue,in this study,we propose a data augmentation method that masks unimportant terms within a document selectively while preserving key terms fromthe perspective of the legal domain.This approach enhances data diversity and improves the generalization capability of conventional models.Our experiments demonstrate consistent improvements achieved by the proposed augmentation strategy in terms of accuracy and F1 score across all models,validating the effectiveness of the proposed method in legal case classification. 展开更多
关键词 Legal case classification class imbalance data augmentation token masking legal NLP
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词元(Token)和词元经济
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作者 孙庭阳 姚坤 《中国经济周刊》 2026年第6期108-109,共2页
随着OpenClaw(即大家俗称的“龙虾”)火爆出圈,以及一众国产智能体的火速跟进,词元(Token)也很快成为朋友圈和新闻标题高频词汇。词元究竟是什么?词元是大模型处理信息的最小单元,大模型的计算成本,本质上取决于处理文本的计算量,词元... 随着OpenClaw(即大家俗称的“龙虾”)火爆出圈,以及一众国产智能体的火速跟进,词元(Token)也很快成为朋友圈和新闻标题高频词汇。词元究竟是什么?词元是大模型处理信息的最小单元,大模型的计算成本,本质上取决于处理文本的计算量,词元是基础指标。举个简单的例子,你向大模型提问,就是你在向大模型输入信息,你的问题越长、表达得越详细,则你向大模型输入的词元越多;反之亦然,大模型回答你的问题,是大模型在向你输出信息,大模型回答得越长、越深入细致,则大模型向你输出的词元越多。 展开更多
关键词 计算成本 token 信息处理 输入 大模型 词元
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中东乱局下的算力变局与中国的“token出海”机遇
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《中国电子商情》 2026年第6期I0001-I0001,共1页
2026年3月,一条震惊全球科技界的消息从德黑兰传出。伊朗半官方塔斯尼姆通讯社公布了一份名单,将谷歌、微软、英伟达、亚马逊等科技巨头列为“合法打击目标”,理由是这些公司的技术被用于军事用途。仅仅一周前,伊朗发动的无人机袭击已... 2026年3月,一条震惊全球科技界的消息从德黑兰传出。伊朗半官方塔斯尼姆通讯社公布了一份名单,将谷歌、微软、英伟达、亚马逊等科技巨头列为“合法打击目标”,理由是这些公司的技术被用于军事用途。仅仅一周前,伊朗发动的无人机袭击已成功破坏亚马逊AWS位于阿联酋和巴林的数据中心,导致区域云服务中断。这一事件犹如一记惊雷,炸响了全球科技界长期忽视的警示:在冲突日益复杂化的今天,数字基础设施已不再是冲突的“避风港”,而成为直接的打击对象。当海湾地区价值数百亿美元的数字资产暴露在战火之下时,全球算力格局的深刻变革,正在悄然发生。 展开更多
关键词 中东 token出海 军事用途 无人机袭击 中国
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Effects of land use type on soil organic carbon in different soil types
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作者 Shunjie Zhu Liangliang Xu +5 位作者 Chengzhong He Yongxing Guo Changqun Duan Xin Jiang Shiyu Li Hailong Yu 《Journal of Integrative Agriculture》 2026年第2期540-552,共13页
Soil organic carbon(SOC)dynamics significantly influence ecosystem carbon source-sink balance,particularly in agroecosystems.However,uncertainty remains regarding optimal land use types for maximizing farmland carbon ... Soil organic carbon(SOC)dynamics significantly influence ecosystem carbon source-sink balance,particularly in agroecosystems.However,uncertainty remains regarding optimal land use types for maximizing farmland carbon storage across different soil types,and identifying effective land management practices for enhanced carbon accumulation is essential for reducing agricultural emissions and strengthening carbon sinks.This study examined SOC variations in eastern Yunnan’s subtropical highlands(2,132 sites),analyzing topsoil(0–20 cm)across five land uses(dryland,irrigated land,forestland,grassland and plantation)of five soil types(red,yellow,yellowbrown,brown,purple).The investigation explored relationships between SOC and edaphic factors(26 elements)to determine SOC influencing factors.The study area demonstrated a mean SOC content of 27.78 g kg^(–1),with distinct spatial heterogeneity characterized by lower values in the southwestern sector and higher concentrations in the northeastern region.Brown soils displayed the highest SOC content(P<0.05),followed by yellow-brown then red,yellow,and purple soils.Irrigation significantly enhanced SOC storage,particularly in brown soils where irrigated land contained 2.2-,2.4-,and 1.6-times higher SOC than forestland,grassland,and dryland,respectively.Similar irrigation benefits occurred in purple,yellow,and yellow-brown soils,indicating moisture limitation as the primary SOC constraint.Notably,SOC exhibited strong positive correlations with nitrogen,sulfur,and selenium.Nitrogen fertilization demonstrated dual benefits:enhancing SOC sequestration and promoting Se enrichment in crops,potentially supporting specialty agriculture.Although land use impacts on SOC varied across soil types(P>0.05),irrigation consistently emerged as the optimal management for carbon sink enhancement.These findings suggest that targeted water management could effectively reduce farmland carbon emissions in moisture-limited subtropical highlands.Strategic nitrogen application offers co-benefits for soil fertility and selenium biofortification,providing practical pathways for climate-smart agriculture in similar ecoregions. 展开更多
关键词 soil organic carbon soil type land use type carbon storage AGROECOSYSTEMS
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Tokens经济:站上“火山口”
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《计算机应用文摘》 2026年第2期255-257,共3页
Tokens——大模型时代的“新货币”在大模型领域,Tokens是衡量文本处理与计算成本的核心计量单位。这一概念看似简单,却承载着AI技术从实验室走向产业化的关键密码。随着大模型技术的快速发展,Tokens的消耗量逐渐成为衡量行业进展和市... Tokens——大模型时代的“新货币”在大模型领域,Tokens是衡量文本处理与计算成本的核心计量单位。这一概念看似简单,却承载着AI技术从实验室走向产业化的关键密码。随着大模型技术的快速发展,Tokens的消耗量逐渐成为衡量行业进展和市场活跃度的核心指标。然而,当行业将目光聚焦于Tokens数量的增长时,一个更深层次的问题浮现出来:这些Tokens是否真正创造了价值?还是仅仅沦为一场“数字游戏”? 展开更多
关键词 计算成本 文本处理 tokens 大模型 新货币
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Pogorelov type estimates for a class of complex Hessian quotient type equations
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作者 XU Wenzhao CHEN Chuanqiang 《纯粹数学与应用数学》 2026年第1期156-169,共14页
For the complex nonlinear elliptic partial differential equations,it is not easy to prove the Pogorelov type estimates.In this paper,we study a class of complex Hessian quotient type equations in convex cone Γ_(k),wh... For the complex nonlinear elliptic partial differential equations,it is not easy to prove the Pogorelov type estimates.In this paper,we study a class of complex Hessian quotient type equations in convex cone Γ_(k),which is of mixed Hessian type.For the Γ_(k)-admissible solutions,we establish the corresponding Pogorelov estimates with 0≤l<k<n and Pogorelov type estimates with l+1<k=n and l≥0.These extend the previous related results on the real Hessian quotient type equations. 展开更多
关键词 COMPLEX HESSIAN QUOTIENT type EQUATIONS Pogorelov type ESTIMATES Γ_(k)-admissible solutions
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Inadequate glycemic control among patients with type 2 diabetes in Jordan:prevalence and associated factors
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作者 Abeer Amin Mohammad Jafar Alshraideh +1 位作者 Mohammed Ibrahim Yacoub Mohammad A.Abu Sabra 《Frontiers of Nursing》 2026年第1期131-138,共8页
Background:Diabetes mellitus(DM)is a chronic illness with potentially fatal and debilitating consequences.Problems with glycemic management are a major issue that adds an added strain to public health services.Objecti... Background:Diabetes mellitus(DM)is a chronic illness with potentially fatal and debilitating consequences.Problems with glycemic management are a major issue that adds an added strain to public health services.Objectives:The purpose of this study is to evaluate the prevalence of poor glycemic control and its related variables among type 2 diabetes mellitus(T2DM)patients in southern Jordan.Methods:A cross-sectional study was carried out in the Prince Hashem bin Abdullah II Hospital in Jordan's southernmost province.For the period April–July 2024,516 individuals with T2D were enrolled.A structured questionnaire that had been pre-prepared was used to collect data.As an index of glycemic control,a glycated hemoglobin(Hb A1c)7%cut-off point was adopted.Results:Poor glycemic control was prevalent in 81.0%of T2DM individuals.Inadequate glycemic control was significantly worse in non-married patients and those with 10 or more years of diabetes duration,insulin treatment,dyslipidemia,neuropathy,cardiovascular illness,and glomerular filtration rate(GFR=60 m L/min;[P<0.05]).Moreover,dyslipidemia and insulin administration increased the likelihood of poor glycemic control(odds ratio[OR]:2 and 5,respectively)(P<0.05).Conclusions:Inadequate glycemic control was common among the current study par ticipants.To prevent disease consequences and enhance the health of patients with diabetes,health care professionals should pay special attention to related risk factors such as dyslipidemia,neuropathy,cardiovascular disease(CVD),extended illness duration,and insulin usage. 展开更多
关键词 diabetes management glycemic control JORDAN type 2 diabetes
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Genotypes and antibiotic resistance characteristics of Clostridioides difficile in children under 5 years in Yunnan Province,2013-2019
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作者 Jiao Gong Lin-Xia Guo +1 位作者 Yan Zhang Wen-Peng Gu 《Infection Advances》 2026年第2期23-28,共6页
Background:This study aims to analyze the genotypes and antibiotic resistance characteristics of Clostridioides difficile(C.difficile)isolated from children under 5 years old with diarrhea in Yunnan Province.Methods:F... Background:This study aims to analyze the genotypes and antibiotic resistance characteristics of Clostridioides difficile(C.difficile)isolated from children under 5 years old with diarrhea in Yunnan Province.Methods:Fecal samples from children under 5 years of age with diarrhea in Kunming city from 2013-2019 were collected for anaerobic culture,isolation,and identification of C.difficile.The antibiotic susceptibility tests and molecular typing of isolated strains were also performed.Results:44 strains of C.difficile were isolated from 896 fecal samples.Of these,40 strains(90.9%)were positive for both tcdA and tcdB,while 4 strains(9.1%)were negative for both.All isolates were negative for cdtA and cdtB.The isolates were classified into 13 STs,the predominant types were ST3(13 strains,29.5%),ST35(8 strains,18.2%),and ST54(5 strains,11.4%).All the strains were susceptible to metronidazole,amoxicillin/clavulanic acid,vancomycin,and amoxicillin.The highest resistance rate was observed against gentamicin(86.36%),followed by polymyxin E(84.09%),quinupristin-dalfopristin(61.36%),and ceftazidime(36.36%).Some patients with diarrhea had C.difficile co-infections with other pathogens,including norovirus,adenovirus,rotavirus or Salmonella or Escherichia coli.Conclusion:C.difficile strains isolated from children under 5 years of age are mostly toxigenic,and the MLST results are highly diverse.Monitoring and prevention of C.difficile should be strengthened. 展开更多
关键词 Clostridioides difficile CHILDREN DIARRHEA antibiotic resistance multilocus sequence typing
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Clinical Characteristics and Traditional Chinese Medicine Syndrome Types of Inpatients with Gout
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作者 Ping LI Lamei ZHOU 《Medicinal Plant》 2026年第1期46-49,共4页
[Objectives]To analyze the clinical characteristics,distribution of traditional Chinese medicine(TCM)syndrome types,spectrum of comorbidities,and complications among inpatients with gout.[Methods]Data from 592 gout pa... [Objectives]To analyze the clinical characteristics,distribution of traditional Chinese medicine(TCM)syndrome types,spectrum of comorbidities,and complications among inpatients with gout.[Methods]Data from 592 gout patients admitted in the Department of Rheumatology at Wuxi Traditional Chinese Medicine Hospital between January 2018 and December 2024 were retrospectively collected.The data collected encompassed patient gender,age,TCM syndrome types,underlying comorbidities,infection status,and major complications,including renal insufficiency,interstitial lung disease,and osteoporosis.Descriptive statistical analyses were subsequently performed.[Results]Among the 592 inpatients,80.75%were male and 19.25%were female.A total of 94.76%patients had at least one underlying condition,with hypertension(80.74%),cerebral infarction(29.59%),heart disease(24.24%),and diabetes(21.56%)being the most prevalent.The primary TCM syndrome types identified were damp-heat obstruction syndrome(63.51%)and phlegm-stasis obstruction syndrome(21.11%).During hospitalization,20.94%of patients experienced concurrent infections,predominantly pulmonary infections(38.10%).The principal complications observed included renal insufficiency(32.09%),interstitial lung disease(18.75%),and osteoporosis(9.29%).[Conclusions]Inpatients diagnosed with gout often present with complex conditions and a high burden of comorbidities,predominantly cardiovascular and cerebrovascular diseases,as well as metabolic disorders.Additionally,there is a high incidence of infections and renal insufficiency within this population.TCM syndrome types in these patients are primarily characterized by damp-heat obstruction.In clinical practice,a comprehensive management approach that incorporates multidisciplinary collaboration is recommended.Alongside the control of uric acid levels and joint inflammation,proactive screening and management of comorbidities and related complications are essential. 展开更多
关键词 GOUT INPATIENT COMPLICATION TCM syndrome type Renal insufficiency Comprehensive management
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Soil fertility and forest structure influence tree carbon stock depending on mycorrhizal types in a temperate forest
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作者 Zhihui Wang Lu Yang +3 位作者 Juan Wang Xiuhai Zhao Chunyu Zhang Klaus von Gadow 《Journal of Forestry Research》 2026年第1期125-137,共13页
Soil fertility and forest structure influence tree carbon stocks.However,it remains unclear how tree mycorrhizal types affect these relationships.This study addressed the question of how aboveground and belowground tr... Soil fertility and forest structure influence tree carbon stocks.However,it remains unclear how tree mycorrhizal types affect these relationships.This study addressed the question of how aboveground and belowground tree carbon stocks in soils with different mycorrhizal types are affected by soil fertility and forest structure.Tree demographic data were used from a 21.12-ha study area collected over a ten-year period(2009-2019),covering 43species of woody plants and more than 50,000 individuals.Relationships between tree carbon stock,soil fertility and forest structure(stand density,diameter variation,species diversity and spatial distribution)were examined,as well as whether these relationships differed between arbuscular mycorrhiza and ectomycorrhizal mycorrhiza groups in a typical temperate conifer and broad-leaved mixed forest.We found that total tree carbon stock was positively impacted by variations in stand density and tree diameter but negatively influenced by soil fertility,tree species diversity and uniform angle index.Soil fertility promoted carbon stock of trees associated with arbuscular mycorrhiza(AM)but inhibited the carbon stock of trees with ectomycorrhizal mycorrhiza fungi(EcM).Carbon stock of AM trees was mainly influenced by soil fertility,while carbon stock of EcM trees was influenced by stand density.Our findings show that mycorrhizae types mediate the impact of stand structure and soil fertility on tree carbon stocks and provides new evidence on how forest tree carbon stocks may be enhanced based on the types of mycorrhizal associations.Tree species with different mycorrhizal types can be managed in different ways. 展开更多
关键词 Carbon stock Forest structure Soil fertility Mycorrhizal type ABOVEGROUND BELOWGROUND
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Research Progress on Novel Surrogate Indicators of Insulin Resistance in Type 2 Diabetic Kidney Disease
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作者 Jingjing Liang Yuanyuan Jia +1 位作者 Chang Tian Ge Wu 《Journal of Clinical and Nursing Research》 2026年第2期414-420,共7页
Diabetic kidney disease (DKD)is one of the most common and severe microvascular complications of type 2 diabetes mellitus (T2DM). It is also a major cause of end-stage renal disease (ESRD), making early identification... Diabetic kidney disease (DKD)is one of the most common and severe microvascular complications of type 2 diabetes mellitus (T2DM). It is also a major cause of end-stage renal disease (ESRD), making early identification and intervention crucial. Insulin resistance (IR)is a key pathophysiological mechanism of T2DM and plays a central role in the progression of DKD. In recent years, a series of novel surrogate indicators of IR, such as the triglyceride-glucose (TyG) index, TyG-body mass index (TyG-BMI), triglyceride to high-density lipoprotein cholesterol ratio (TG/HDL-C), and metabolic score for insulin resistance (METS-IR), have attracted widespread attention due to their simplicity and cost-effectiveness. This article reviews the research progress of novel surrogate indicators of insulin resistance (IR) in type 2 diabetic kidney disease (DKD), aiming to provide references for the early prevention and improved prognosis of DKD. 展开更多
关键词 Insulin resistance type 2 diabetic kidney disease Surrogate indicators REVIEW
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Land use type shapes carbon pathways in Tibetan alpine ecosystems:Characterization of ^(13)C abundance in aggregates and density fractions
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作者 Xin Wan Dangjun Wang +7 位作者 Junya Li Shuaiwen Zhang Linyang Li Minghui He Zhiguo Li Hao Jiang Peng Chen Yi Liu 《Journal of Integrative Agriculture》 2026年第2期448-459,共12页
Insight into the carbon turnover in soil aggregates and density fractions is essential for reducing the uncertainty in estimating carbon pools on the Tibetan Plateau,and how they vary with land use type is unclear.In ... Insight into the carbon turnover in soil aggregates and density fractions is essential for reducing the uncertainty in estimating carbon pools on the Tibetan Plateau,and how they vary with land use type is unclear.In this study,the effect of land use type on carbon storage and fractionation was quantified based on organic carbon and its^(13)C abundance at the microscale of soil aggregates and density fractions in Tibetan alpine ecosystems.The sequence of soil aggregate destruction in the land use types of plantation(13.1%)<shrubland(32.7%)<grassland(47.9%)<farmland(61.8%)shows that plantations strengthen the soil structure.Plantation land had a greater contribution of light fraction organic carbon(28.3%)but a lower contribution of mineral-associated organic carbon(40.6%)to the carbon stock compared to farmland(13.5 and 70.3%).Interestingly,plantation land enhanced the aggregational differentiation of organic carbon and^(13)C in each density fraction,whereas no such phenomenon existed in the soil organic carbon.Carbon isotope analyses revealed that carbon transfer in the plantation land occurred from the light fraction in macroaggregates(–24.9‰)to the mineral-associated fraction in microaggregates(–19.9‰).When compared to the other three land use types,the low transferability of carbon in aggregates and density fractions in plantation land provides a stable carbon pool for the Tibetan Plateau.This study shows that plantations can mitigate global climate change by slowing carbon transfer and increasing carbon storage at the microscale of aggregates and density fractions in alpine regions. 展开更多
关键词 land use type soil aggregate density fractions carbon transfer Tibetan Plateau
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Uniform Attractors for the Kirchhoff Type Suspension Bridge Equation with Nonlinear Damping and Memory Term
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作者 Ling XU Yanni WANG 《Journal of Mathematical Research with Applications》 2026年第1期71-86,共16页
The goal of this paper is to investigate the long-time dynamics of solutions to a Kirchhoff type suspension bridge equation with nonlinear damping and memory term.For this problem we establish the well-posedness and e... The goal of this paper is to investigate the long-time dynamics of solutions to a Kirchhoff type suspension bridge equation with nonlinear damping and memory term.For this problem we establish the well-posedness and existence of uniform attractor under some suitable assumptions on the nonlinear term g(u),the nonlinear damping f(u_(t))and the external force h(x,t).Specifically,the asymptotic compactness of the semigroup is verified by the energy reconstruction method. 展开更多
关键词 uniform attractor Kirchhoff type suspension bridge equation nonlinear damping memory term
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Review of diabetes education intervention targeting parent/caregiver of children with type 1 diabetes
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作者 Ola Hasoneh Jafar A.Alshraideh Diana H.Arabiat 《Frontiers of Nursing》 2026年第1期15-23,共9页
Objective:This review aimed to evaluate existing evidence of educational interventions targeted at parents and caregivers of children with type 1 diabetes(T1D)to improve diabetes management outcomes.Methods:A general ... Objective:This review aimed to evaluate existing evidence of educational interventions targeted at parents and caregivers of children with type 1 diabetes(T1D)to improve diabetes management outcomes.Methods:A general review was conducted with primary caregivers of children younger than 18 with T1D as the population of interest.Journal searches were performed using the CINAHL,EBSCO,Pub Med,Scopus,Science Direct,and Google Scholar,databases for publications between 2017 and 2024,with full text in English.Results:A total of 26 studies were included in the review.Nine of these studies focused on various educational interventions,both technology-based and non-technology-based.By contrast,17 studies examined the impact of these interventions on caregiver outcomes,such as treatment adherence and glycemic control in children with T1D.So,the following research questions guided this review:(1)What is the effectiveness of diabetes education interventions on glycemic control in children with T1D?(2)How do caregiver knowledge and self-efficacy affect diabetes management outcomes?Conclusions:Diabetes interventions highlight the vital role of empowering caregivers of children with T1D with knowledge,skills,and support to improve and enhance their adherence to treatment,knowledge,and self-efficacy that ultimately contribute to better glycemic control of children as reflected by their Hb A1c levels.This review highlights the importance of diabetes education interventions for caregivers of children with T1D.The evidence indicates that such interventions can improve caregiver knowledge,self-efficacy,and glycemic control in children.However,variability in outcomes suggests that fur ther research is needed to identify the most effective educational strategies. 展开更多
关键词 CAREGIVERS CHILDREN diabetes management glycemic control INTERVENTION structured education type 1 diabetes mellitus
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Sex differences in retinal neurovascular changes in type 1 diabetes without retinopathy
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作者 Yao Chen Qian-Xin Li +3 位作者 Tong Zhang Yao Tan Rong-Han Wu Ling Gao 《International Journal of Ophthalmology(English edition)》 2026年第3期509-516,共8页
AIM:To investigate the sex-specific correlation between systemic factors and retinal neurovascular alterations in individuals with type 1 diabetes mellitus(T1DM)who do not exhibit signs of diabetic retinopathy(DR).MET... AIM:To investigate the sex-specific correlation between systemic factors and retinal neurovascular alterations in individuals with type 1 diabetes mellitus(T1DM)who do not exhibit signs of diabetic retinopathy(DR).METHODS:A cohort participant without DR diagnosed with T1DM,underwent comprehensive ophthalmologic evaluation,optical coherence tomography angiography retinal structural and microvascular density analysis,and systemic parameter assessment.Multiple linear regression analysis was used to investigate the impact of systemic parameters on retinal alterations in distinct gender groups.RESULTS:A total of 182 individuals were included,consisting of 85 males(mean age 23.28±12.75y)and 97 females(mean age 22.98±13.68y).Males exhibited significantly greater thickness in both the internal retinal layer and the entire retina compared to females(P<0.01),whereas females had higher densities of deep retinal vessels and choroidal capillaries(P<0.05).Additionally,glycemic control was found to have a notable influence on retinal thickness in males(P<0.05),while insulin function had a more pronounced impact on retinal structure in females(P<0.01).Furthermore,a significant correlation was observed between thyroid function markers and retinal parameters in both male and female(P<0.05).CONCLUSION:Sex differences in alterations in retinal structure and microcirculation are observed in individuals with T1DM prior to the development of clinical DR,with a noted association between these changes and systemic parameters. 展开更多
关键词 type 1 diabetes mellitus diabetic retinopathy gender differences optical coherence tomography angiography
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Unveiling cell-type-specific mode of evolution in comparative single-cell expression data
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作者 Tian Qin Hongju Zhang Zhengting Zou 《Journal of Genetics and Genomics》 2026年第1期28-42,共15页
While methodology for determining the mode of evolution in coding sequences has been well established,evaluation of adaptation events in emerging types of phenotype data needs further development.Here,we propose an an... While methodology for determining the mode of evolution in coding sequences has been well established,evaluation of adaptation events in emerging types of phenotype data needs further development.Here,we propose an analysis framework(expression variance decomposition,EVaDe)for comparative single-cell expression data based on phenotypic evolution theory.After decomposing the gene expression variance into separate components,we use two strategies to identify genes exhibiting large between-taxon expression divergence and small within-cell-type expression noise in certain cell types,attributing this pattern to putative adaptive evolution.In a dataset of primate prefrontal cortex,we find that such humanspecific key genes enrich with neurodevelopment-related functions,while most other genes exhibit neutral evolution patterns.Specific neuron types are found to harbor more of these key genes than other cell types,thus likely to have experienced more extensive adaptation.Reassuringly,at the molecular sequence level,the key genes are significantly associated with the rapidly evolving conserved non-coding elements.An additional case analysis comparing the naked mole-rat(NMR)with the mouse suggests that innateimmunity-related genes and cell types have undergone putative expression adaptation in NMR.Overall,the EVaDe framework may effectively probe adaptive evolution mode in single-cell expression data. 展开更多
关键词 Single-cell transcriptomics Gene expression Adaptive evolution Cell type Phenotypic evolution Prefrontal cortex Naked mole-rat
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Analysis of the Efficacy of Short-Term Intensive Continuous Subcutaneous Insulin Infusion (CSII) Combined with Ganagliflozin Proline Tablets in Elderly Patients with Type 2 Diabetes Mellitus
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作者 Hui Dai 《Journal of Clinical and Nursing Research》 2026年第2期286-291,共6页
Objective:To investigate the effects of switching to either Prandilin 25R monotherapy or Prandilin 25R combined with ganagliflozin proline tablets after short-term intensive continuous subcutaneous insulin infusion du... Objective:To investigate the effects of switching to either Prandilin 25R monotherapy or Prandilin 25R combined with ganagliflozin proline tablets after short-term intensive continuous subcutaneous insulin infusion during hospitalization in elderly patients with type 2 diabetes mellitus on glycemic control,glycometabolic indicators,and cardiovascular risk factors,and to evaluate the safety of the two regimens.Methods:A total of 78 elderly patients with type 2 diabetes mellitus admitted to our hospital from January 2025 to September 2025 were selected and randomly divided into a control group and an observation group,with 39 cases in each group.The control group received monotherapy with insulin lispro protamine recombinant injection(Prandilin 25R)after intensive continuous subcutaneous insulin infusion,while the observation group received Prandilin 25R combined with ganagliflozin proline tablets.Continuous glucose monitoring(CGM)was performed for 14 days during the intensive continuous subcutaneous insulin infusion therapy phase in the hospital,followed by routine fingertip blood glucose monitoring after 14 days.Glycemic control indicators,glycometabolic indicators,and the incidence of adverse reactions were compared between the two groups.Results:After treatment,the mean amplitude of glycemic excursions and the 24-hour blood glucose standard deviation were significantly lower in the observation group than in the control group,while the time spent within the target blood glucose range was significantly higher(p<0.05).The levels of glycated hemoglobin,fasting blood glucose,and 2-hour postprandial blood glucose were better in the observation group than in the control group;moreover,the body mass index,systolic blood pressure,and blood lipid levels improved more significantly in the observation group than in the control group(p<0.05).There was no statistically significant difference in the incidence of hypoglycemia between the two groups.Conclusion:Combination therapy with ganagliflozin proline tablets after short-term intensive continuous subcutaneous insulin infusion therapy can effectively improve glycemic variability in elderly patients with type 2 diabetes mellitus,with good safety.This suggests that ganagliflozin proline tablets have a hypoglycemic advantage in the combination regimen and possess high clinical promotional value. 展开更多
关键词 type 2 diabetes mellitus Continuous subcutaneous insulin infusion Ganagliflozin proline tablets Glycemic variability
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