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基于STFT-NRS和卷积神经网络的滚动轴承故障诊断
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作者 李雨菲 张锦丹 +1 位作者 闫莉 杨丽丽 《自动化与仪表》 2026年第1期87-91,96,共6页
针对传统轴承故障诊断方法实时性不足的问题,该文提出一种结合短时傅里叶变换与归一化残差收缩(STFT-NRS)和卷积神经网络(CNN)的智能诊断方法。该方法首先利用STFT将振动信号转换为时频图谱,构建故障特征矩阵;进而通过NRS技术进行多维... 针对传统轴承故障诊断方法实时性不足的问题,该文提出一种结合短时傅里叶变换与归一化残差收缩(STFT-NRS)和卷积神经网络(CNN)的智能诊断方法。该方法首先利用STFT将振动信号转换为时频图谱,构建故障特征矩阵;进而通过NRS技术进行多维度预处理,以抑制噪声并增强故障特征;最后将优化特征输入改进型CNN进行端到端训练,通过超参数动态调整实现模型优化。在凯斯西储大学轴承数据集上的实验表明,所提方法平均诊断准确率较传统方法提升1.25%。该研究实现了从人工特征提取到自动特征学习的跨越,为工业装备智能运维提供了高效故障诊断方案。 展开更多
关键词 滚动轴承 故障诊断 短时傅里叶变换 归一化-残差分析-样条插值(nrs) 卷积神经网络(CNN)
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Developing and Assessing the Reliability–Validity of the Chinese Arbitrator Competency Scale
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作者 Jiang Jindong Wei Ping 《Contemporary Social Sciences》 2026年第1期123-139,共17页
Arbitration is a key non-litigation commercial mechanism for the resolution of disputes, and the quality and credibility of its awards depend largely on the competency of the arbitrators. However, the selection and ev... Arbitration is a key non-litigation commercial mechanism for the resolution of disputes, and the quality and credibility of its awards depend largely on the competency of the arbitrators. However, the selection and evaluation systems for arbitrators in China have long faced challenges such as the vague criteria for competency and an unclear professionalization path for arbitrators. To address these issues, this study is grounded in the context of actual Chinese arbitration practice and based on the competency iceberg model. Through a methodological approach encompassing literature reviews, behavioral event interviews, expert revisions, and questionnaire surveys, a Chinese Arbitrator Competency Scale was developed and validated in this study. Examination of the findings indicated that the scale needed to consist of five dimensions—communication and coordination, cognitive skills, ethical conduct, work motivation, and personality traits—and possess a total of 28 specific indicators. Confirmatory analysis of the factors demonstrates a good fit for the five-dimensional model, with each of the dimensions exhibiting high reliability and validity. This scale is innovative in integrating the competency elements with Chinese characteristics, such as commercial acumen, crosscultural mediation skills, and adaptability to the local rule of law. This research not only enriches the competency theory in regard to the field of human resource management but also provides a scientific framework of standards and measurement tools for the selection, training, and evaluation of arbitrators. It thus has significant practical value for enhancing the professionalism and international competitiveness of China's arbitration system. 展开更多
关键词 arbitrators competency scale scale development reliability-validity assessment
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Questions and answers regarding fair use of translated scales
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《International Journal of Nursing Sciences》 2026年第1期76-76,共1页
问:如果想翻译国外作者研制的量表,需要得到其授权吗?答:翻译国外作者研制的量表,必须得到源量表作者的书面授权。问:如果在研究中计划使用中国作者翻译的量表,需要获得授权吗?答:应同时获得源量表作者和翻译量表作者的书面许可使用授... 问:如果想翻译国外作者研制的量表,需要得到其授权吗?答:翻译国外作者研制的量表,必须得到源量表作者的书面授权。问:如果在研究中计划使用中国作者翻译的量表,需要获得授权吗?答:应同时获得源量表作者和翻译量表作者的书面许可使用授权文件。 展开更多
关键词 fair use translated scales
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Multi-Time Scale Optimization Scheduling of Data Center Considering Workload Shift and Refrigeration Regulation
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作者 Luyao Liu Xiao Liao +1 位作者 Yiqian Li Shaofeng Zhang 《Energy Engineering》 2026年第2期451-486,共36页
Data center industries have been facing huge energy challenges due to escalating power consumption and associated carbon emissions.In the context of carbon neutrality,the integration of data centers with renewable ene... Data center industries have been facing huge energy challenges due to escalating power consumption and associated carbon emissions.In the context of carbon neutrality,the integration of data centers with renewable energy has become a prevailing trend.To advance the renewable energy integration in data centers,it is imperative to thoroughly explore the data centers’operational flexibility.Computing workloads and refrigeration systems are recognized as two promising flexible resources for power regulationwithin data centermicro-grids.This paper identifies and categorizes delay-tolerant computing workloads into three types(long-running non-interruptible,long-running interruptible,and short-running)and develops mathematical time-shifting models for each.Additionally,this paper examines the thermal dynamics of the computer room and derives a time-varying temperature model coupled to refrigeration power.Building on these models,this paper proposes a two-stage,multi-time scale optimization scheduling framework that jointly coordinates computing workloads time-shift in day-ahead scheduling and refrigeration power control in intra-day dispatch to mitigate renewable variability.A case study demonstrates that the framework effectively enhances the renewable-energy utilization,improves the operational economy of the data center microgrid,and mitigates the impact of renewable power uncertainty.The results highlight the potential of coordinated computing workloads and thermal system flexibility to support greener,more cost-effective data center operation. 展开更多
关键词 Data center renewable energy load shift multi-time scale optimization
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New framework for dynamic optimization of best management practices to achieve spatiotemporal scale matching
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作者 Jiaqi LI Zhenyao SHEN 《Science China(Technological Sciences)》 2026年第3期257-273,共17页
The spatial optimization of best management practices(BMPs) plays a critical role in precise watershed pollution control. However, the effectiveness of BMPs exhibits a complex nonlinear dependence on both configuratio... The spatial optimization of best management practices(BMPs) plays a critical role in precise watershed pollution control. However, the effectiveness of BMPs exhibits a complex nonlinear dependence on both configuration unit scale and rainfall intensity, often leading to widespread spatiotemporal mismatches during implementation. To fill this gap, this study proposes a new framework:(a) delineating configuration units based on the implementation scale differences between structural and nonstructural BMPs;(b) incorporating BMP reduction thresholds to enable dynamic adjustment of design scales according to inflow loads;and(c) developing a staged allocation strategy tailored to varying rainfall scenarios. The framework is exemplified by an agricultural catchment in the southeastern Liaohe watershed, China. The results showed that the framework could improve the assessment accuracy and cost-effectiveness of pollution control. Specifically, neglecting BMP reduction thresholds resulted in a 51.35% underestimation of treatment costs. Incorporating these thresholds and dynamically adjusting BMP design scales reduced treatment costs by 62.70%. Furthermore, the framework facilitated more precise localization of structural BMPs(1 km^(2)) and improved optimization efficiency by 95.91%. The proposed staged allocation strategy ensured water quality compliance under varying rainfall intensities. Structural BMPs primarily addressed pollution from light to moderate rainfall in the initial stage, while nonstructural BMPs targeted heavy rainfall pollution in the subsequent stage. The proposed framework may enhance the spatiotemporal adaptability of BMP configuration to respond to the threats posed by climate change and human activities. It can also be extended to other agriculture-dominated watersheds. 展开更多
关键词 non-point source best management practices scale matching OPTIMIZATION watershed management
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The Interaction Mechanism Between Urban Scale Hierarchy and Urban Networks in China:An Analysis Based on A Spatial Simultaneous Equation Model
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作者 ZHOU Ying ZHENG Wensheng WANG Xiaofang 《Chinese Geographical Science》 2026年第1期19-33,共15页
Owing to intensified globalization and informatization,the structures of the urban scale hierarchy and urban networks between cities have become increasingly intertwined,resulting in different spatial effects.Therefor... Owing to intensified globalization and informatization,the structures of the urban scale hierarchy and urban networks between cities have become increasingly intertwined,resulting in different spatial effects.Therefore,this paper analyzes the spatial interaction between urban scale hierarchy and urban networks in China from 2019 to 2023,drawing on Baidu migration data and employing a spatial simultaneous equation model.The results reveal a significant positive spatial correlation between cities with higher hierarchy and those with greater network centrality.Within a static framework,we identify a positive interaction between urban scale hierarchy and urban network centrality,while their spatial cross-effects manifest as negative neighborhood interactions based on geographical distance and positive cross-scale interactions shaped by network connections.Within a dynamic framework,changes in urban scale hierarchy and urban networks are mutually reinforcing,thereby widening disparities within the urban hierarchy.Furthermore,an increase in a city’s network centrality had a dampening effect on the population growth of neighboring cities and network-connected cities.This study enhances understanding of the spatial organisation of urban systems and offers insights for coordinated regional development. 展开更多
关键词 urban scale hierarchy urban networks spatial interaction spatial spillover effect Baidu migration data spatial simultaneous equation model China
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基于混合t-t Location-scale分布的风电功率波动特性研究
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作者 徐凯 熊国江 《电气工程学报》 北大核心 2026年第1期412-422,共11页
风电功率波动的随机性和不确定性是限制风能消纳的主要原因之一,风电功率的波动会影响风电功率的准确预测。定量描述风电功率的波动特性成为解决这些问题的关键。从风电功率波动“尖峰厚尾”的特征出发,将t分布与t Location-scale分布... 风电功率波动的随机性和不确定性是限制风能消纳的主要原因之一,风电功率的波动会影响风电功率的准确预测。定量描述风电功率的波动特性成为解决这些问题的关键。从风电功率波动“尖峰厚尾”的特征出发,将t分布与t Location-scale分布两者的优势结合,提出混合t-t Location-scale分布。为了避免以往方法参数估计精度不足的问题,引入一种智能优化算法——正余弦优化算法,来进行分布模型的参数估计。将所提模型与正态分布、混合t Location-scale分布等5种模型进行对比,并从15 min、30 min和45 min 3个滑动平均时段长度验证了模型的适用性。通过我国西北地区3个风电场的历史数据进行仿真试验,对比3个评价指标,发现所提模型对风电功率波动具有很好的拟合性能。 展开更多
关键词 混合t-t Location-scale分布 风电功率波动 正余弦优化算法 滑动平均法 时间尺度
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ScaleMamba-YOLO:基于MambaYOLO的多尺度医学目标检测模型
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作者 覃晓 钱泉梅 《南宁师范大学学报(自然科学版)》 2026年第2期63-75,共13页
针对MambaYOLO在医学影像分析中存在的多尺度适应性不足(病灶尺寸差异大导致固定感受野效果受限)和背景干扰敏感(正常组织噪声影响检测)2个关键问题,本研究提出了一种基于MambaYOLO的多尺度医学目标检测模型ScaleMamba-YOLO。首先,针对... 针对MambaYOLO在医学影像分析中存在的多尺度适应性不足(病灶尺寸差异大导致固定感受野效果受限)和背景干扰敏感(正常组织噪声影响检测)2个关键问题,本研究提出了一种基于MambaYOLO的多尺度医学目标检测模型ScaleMamba-YOLO。首先,针对尺度特征捕捉不足的问题,设计了医学多尺度局部特征增强模块(Medical Multi-scale Local Feature Enhancement Block),通过异构卷积核并行架构实现病理特征的全尺度覆盖,实现了对微小病灶和弥散性大病灶的协同检测。其次,为了减少背景噪声放大,提出特征聚合提取模块(Partial-enhanced C2F),采用部分卷积技术选择性保留关键特征通道,有效抑制了医学影像中正常组织区域的背景干扰。最后,为了验证模型的有效性,在Br35H(脑部MRI肿瘤)和PLoPy(结肠镜息肉)两个典型的公开医学数据集上进行了测试。实验结果表明,ScaleMamba-YOLO模型的平均精度均值(AP)分别达到72.7%和85.7%,相较于基线MambaYOLO模型,AP分别提升了2.2个百分点和1.7个百分点。这表明ScaleMamba-YOLO模型能有效克服多尺度适应性不足和背景干扰问题,可以显著提升模型对不同尺寸医学病灶的检测精度。 展开更多
关键词 Mamba MambaYOLO 多尺度特征融合 局部特征增强 医学影像分析
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C反应蛋白与白蛋白比值联合NRS2002评分对高血压脑出血患者短期预后的预测价值 被引量:7
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作者 李蒙 付三仙 +3 位作者 王素凡 周力为 梁锐 吕全军 《郑州大学学报(医学版)》 北大核心 2025年第1期106-109,共4页
目的:探讨C反应蛋白与白蛋白比值(CAR)联合营养风险筛查常用量表评分(NRS2002评分)对高血压脑出血患者短期预后的预测价值。方法:选取2023年1至10月郑州大学第一附属医院收治的294例高血压脑出血患者为研究对象,根据发病90 d内的生存情... 目的:探讨C反应蛋白与白蛋白比值(CAR)联合营养风险筛查常用量表评分(NRS2002评分)对高血压脑出血患者短期预后的预测价值。方法:选取2023年1至10月郑州大学第一附属医院收治的294例高血压脑出血患者为研究对象,根据发病90 d内的生存情况分为生存组(n=223)和死亡组(n=71)。采用Logistic回归分析筛选高血压脑出血患者短期预后的危险因素,通过ROC曲线下面积(AUC)评价CAR、NRS2002评分及CAR联合NRS2002评分对高血压脑出血患者短期预后的预测效能。结果:Logistic回归分析显示,CAR和NRS2002评分是高血压脑出血患者预后的危险因素[OR(95%CI)分别为1.212(1.026~1.432)、1.510(1.233~1.849),P<0.05]。CAR联合NRS2002评分预测高血压脑出血患者短期预后的方程为Y=-3.242+0.412×NRS2002+0.192×CAR,预测短期预后的AUC(95%CI)为0.711(0.639~0.782),敏感度和特异度分别为0.648、0.709。结论:CAR联合NRS2002评分预测高血压脑出血患者短期预后具有一定的价值。 展开更多
关键词 C反应蛋白与白蛋白比值 nrs2002评分 高血压脑出血 短期预后
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骨质疏松性椎体压缩骨折患者术前NRS 2002营养不良风险评估及影响因素分析
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作者 倪国玉 白天宇 +3 位作者 金凤 孟海 林吉生 费琦 《临床和实验医学杂志》 2025年第9期937-940,共4页
目的调查骨质疏松性椎体压缩骨折(OVCF)患者经皮椎体成形术(PVP)术前的营养状况,分析营养不良患者的临床危险因素。方法纳入2023年5月至2023年12月首都医科大学附属北京友谊医院骨科收治的129例计划接受PVP手术的OVCF患者进行横断面研究... 目的调查骨质疏松性椎体压缩骨折(OVCF)患者经皮椎体成形术(PVP)术前的营养状况,分析营养不良患者的临床危险因素。方法纳入2023年5月至2023年12月首都医科大学附属北京友谊医院骨科收治的129例计划接受PVP手术的OVCF患者进行横断面研究,进行营养风险筛查2002(NRS 2002)营养风险评估。收集患者人口统计数据,计算患者体重指数,收集其生活方式信息、心理量表评分、手术史、手术资料等相关数据,计算NRS 2002评分下的营养不良风险总体发生率。采用单因素分析和多因素Logistic回归分析探讨NRS 2002评分中营养不良风险的影响因素。结果共纳入129例接受PVP手术的OVCF患者,其中女性103例(79.84%),男性26例(20.16%);年龄48~98岁,平均年龄为(74.71±9.13)岁;中年(41~65岁)20例(15.5%)和老年(>65岁)109例(84.5%)。71例患者NRS 2002得分≥3分,营养不良风险发生率为55.04%。按照NRS 2002得分将129例OVCF患者分为营养不良风险组(n=71)和营养良好组(n=58)。单因素分析结果显示,营养不良风险组与营养良好组患者的年龄、年龄分段、体重指数比较,差异均有统计学意义(P<0.05);营养不良风险组与营养良好组的性别、合并症、手术史、吸烟史、饮酒史、心理状态比较,差异均无统计学意义(P>0.05)。多因素Logistic回归分析结果显示,年龄(OR=1.141,95%CI:1.086~1.206;P<0.001)和体重指数(OR=0.873,95%CI:0.778~0.981;P=0.023)均是营养不良风险的影响因素。结论OVCF患者营养不良风险的发生率较高,年龄和体重指数是NRS 2002评分下营养不良风险的影响因素。 展开更多
关键词 骨质疏松 骨折 压缩性 椎体成形术 营养不良 营养风险筛查2002 年龄 体重指数
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吉林市某三甲医院老年髋部骨折患者NRS营养评估研究
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作者 高德萱 《中国地方病防治》 2025年第4期314-315,共2页
目的本文通过前瞻性队列研究,探讨NRS 2002营养评估对老年髋部骨折患者术后营养状况及生活质量的临床影响。方法对吉林市某三甲医院近1年收治的≥65岁老年髋部骨折患者进行NRS 2002营养评估,根据评分将患者分为营养风险组与无风险组,分... 目的本文通过前瞻性队列研究,探讨NRS 2002营养评估对老年髋部骨折患者术后营养状况及生活质量的临床影响。方法对吉林市某三甲医院近1年收治的≥65岁老年髋部骨折患者进行NRS 2002营养评估,根据评分将患者分为营养风险组与无风险组,分别给予个体化营养支持方案和常规膳食指导。观察术前、术后1周、术后1个月、术后3个月的营养指标、术后并发症、功能恢复及生活质量相关指标。结果结果表明,NRS≥3分是老年髋部骨折不良预后的独立预测因子,早期基于NRS的营养干预显著改善患者术后全身状态及生活自理能力。结论NRS 2002营养评估对老年髋部骨折患者有重要的评估意义。 展开更多
关键词 老年髋部骨折 nrs 2002 营养评估 术后营养状况 生活质量
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嵌入自适应空间注意力的Scaled-YOLOv4小目标检测模型 被引量:1
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作者 张家源 窦全胜 唐焕玲 《计算机应用与软件》 北大核心 2025年第6期218-224,240,共8页
针对目标检测方法中网络采用固定感受野使卷积提取特征时只关注常规尺寸目标而忽略小目标的特征造成检测精度低的问题,提出自适应空间注意力机制,增加并行的不同大小卷积核,嵌入Scaled-YOLOv4残差结构的3×3卷积层中,使网络根据不... 针对目标检测方法中网络采用固定感受野使卷积提取特征时只关注常规尺寸目标而忽略小目标的特征造成检测精度低的问题,提出自适应空间注意力机制,增加并行的不同大小卷积核,嵌入Scaled-YOLOv4残差结构的3×3卷积层中,使网络根据不同的尺寸的物体自主调节感受野大小加强对小目标特征的提取。实验结果表明,新的网络模型能有效提升小目标的检测精度,并改善原模型存在的误检和漏检问题。在MSCOCO和PASCAL VOC等数据集上的检测精度均比之前有较大提升。 展开更多
关键词 小目标检测 scaled-YOLOv4 深度学习 注意力机制 自适应感受野
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智算中心Scale-Out网络的演进及GSE的实践
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作者 程伟强 李新双 +1 位作者 白艳 吕勇 《中兴通讯技术》 北大核心 2025年第2期14-20,共7页
探讨了人工智能(AI)大模型时代智算中心网络面临的技术挑战,重点分析了传统互联网协议(IP)网络在负载均衡和突发流量处理方面的局限性,并对比了基于以太网融合远程直接内存访问(RoCE)的优化与网络架构重构两种技术路线。研究聚焦中国自... 探讨了人工智能(AI)大模型时代智算中心网络面临的技术挑战,重点分析了传统互联网协议(IP)网络在负载均衡和突发流量处理方面的局限性,并对比了基于以太网融合远程直接内存访问(RoCE)的优化与网络架构重构两种技术路线。研究聚焦中国自主研发的全调度以太网(GSE)技术,详细阐述了其核心技术:基于报文容器(PKTC)的负载均衡机制和动态全调度队列(DGSQ)端到端拥塞控制技术。这些技术有效解决了智算网络中的流量极化和拥塞丢包问题。同时,系统分析了GSE网络设备在接口设计、转发引擎和队列管理等关键环节的创新架构,论证了GSE技术在构建高带宽、低时延、无阻塞新型网络方面的技术优势,为智算中心网络演进提供了重要参考。 展开更多
关键词 AI大模型 智算中心 scale-Out GSE RoCE 负载均衡 拥塞避免
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AIWW与NRS2002营养筛查工具在胃癌住院病人营养筛查中的效果比较 被引量:1
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作者 朱茵 蓝江玲 +2 位作者 张玉姣 张仕珍 雷奕 《护理研究》 北大核心 2025年第9期1425-1431,共7页
目的:探讨基于年龄、体质指数、进食情况、体重减少情况的营养风险评估工具(Assessment of Nutritional Risk based on BodyMass Index,Intake and Weight loss,AIWW)和营养风险筛查2002(NRS2002)用于胃癌住院病人营养风险筛查的效果,... 目的:探讨基于年龄、体质指数、进食情况、体重减少情况的营养风险评估工具(Assessment of Nutritional Risk based on BodyMass Index,Intake and Weight loss,AIWW)和营养风险筛查2002(NRS2002)用于胃癌住院病人营养风险筛查的效果,分析其在胃癌病人中的适用性。方法:采用便利抽样法,选取2023年10月—2024年4月在广西某三级甲等肿瘤医院胃及腹部肿瘤病区就诊的376例胃癌病人,于病人入院后24 h内用AIWW和NRS2002进行营养筛查,以改良版病人主观整体评估(MPG-SGA)评估结果为营养不良的诊断标准,计算AIWW和NRS2002的灵敏度、特异度、阳性预测值和阴性预测值、阳性似然比和阴性似然比、Kappa值以及受试者特征(ROC)曲线和曲线下面积。结果:共纳入376例胃癌病人,以MPG-SGA为诊断标准,254例(67.6%)病人出现营养不良;使用AIWW、NRS2002诊断胃癌病人营养不良风险分别为67.0%、34.8%。AIWW、NRS2002诊断营养不良的灵敏度分别为0.98,0.51,特异度分别为0.97,0.98;AIWW和NRS2002与MPG-SGA的Kappa一致性结果分别为0.928,0.389;ROC曲线下面积分别为0.982,0.788。结论:AIWW、NRS2002均能为胃癌病人营养不良风险筛查提供依据,且两种工具的一致性较好。诊断效能评价中,AIWW灵敏度较高,与MPG-SGA的一致性较好,且条目简单易于评估。因此,建议使用AIWW于胃癌病人的营养筛查。 展开更多
关键词 胃癌 营养不良 营养筛查 基于年龄、体质指数、进食情况、体重减少情况的营养风险评估工具(AIWW) 营养风险筛查2002(nrs2002) 诊断效能 护理
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On Mason Reset Based control and the scale of integration
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作者 Yu Hu Zhiqiang Gao 《Control Theory and Technology》 2025年第3期479-493,共15页
Mason Reset(MR),a groundbreaking invention by Clesson E.Mason in 1930 that later became a part of“the universal approach to process control instrumentation”,is revisited in this paper and is shown to consists of thr... Mason Reset(MR),a groundbreaking invention by Clesson E.Mason in 1930 that later became a part of“the universal approach to process control instrumentation”,is revisited in this paper and is shown to consists of three actions:fast(errorcorrection),medium(negative feedback for expanded proportional band)and slow(reset for zero steady-state error).The focus of the paper is on the reset action,generated from a positive feedback loop,and its underlying principles with profound implications to our understanding and practice of automatic control,both basic and advanced.For example,we note that reset control and integral control,contrary to common belief,differ fundamentally in design principle and in practicality.Such difference comes to a head in the event of integrator windup:while reset windup is a problem of actuator saturation,the integrator windup is a runaway situation due to controller instability.In fact,there is no advantage gained in replacing MR with an integrator.In other words,one should not integrate the error directly as in standard PID,since doing so makes the closed-loop system internally unstable.With MR-based control formulated in this paper,there is no such threat of instability and,therefore,no need for any anti-windup mechanisms.Furthermore,the integral control is made scalable in this framework as a tradeoff between the steady-state accuracy and the controller stability.This leads to a novel MR-based control design,scalable in gain and in time to accommodate various process characteristics and design specifications.Simple in construction and transparent in principle,this MR-based control,as a basic framework of design,is readily deployable in scale. 展开更多
关键词 Mason Reset scale of integration Gain scale Time scale Reset windup Integrator windup Mason Reset Based control
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Multi-scale feature fusion optical remote sensing target detection method 被引量:1
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作者 BAI Liang DING Xuewen +1 位作者 LIU Ying CHANG Limei 《Optoelectronics Letters》 2025年第4期226-233,共8页
An improved model based on you only look once version 8(YOLOv8)is proposed to solve the problem of low detection accuracy due to the diversity of object sizes in optical remote sensing images.Firstly,the feature pyram... An improved model based on you only look once version 8(YOLOv8)is proposed to solve the problem of low detection accuracy due to the diversity of object sizes in optical remote sensing images.Firstly,the feature pyramid network(FPN)structure of the original YOLOv8 mode is replaced by the generalized-FPN(GFPN)structure in GiraffeDet to realize the"cross-layer"and"cross-scale"adaptive feature fusion,to enrich the semantic information and spatial information on the feature map to improve the target detection ability of the model.Secondly,a pyramid-pool module of multi atrous spatial pyramid pooling(MASPP)is designed by using the idea of atrous convolution and feature pyramid structure to extract multi-scale features,so as to improve the processing ability of the model for multi-scale objects.The experimental results show that the detection accuracy of the improved YOLOv8 model on DIOR dataset is 92%and mean average precision(mAP)is 87.9%,respectively 3.5%and 1.7%higher than those of the original model.It is proved the detection and classification ability of the proposed model on multi-dimensional optical remote sensing target has been improved. 展开更多
关键词 multi scale feature fusion optical remote sensing feature map improve target detection ability optical remote sensing imagesfirstlythe target detection feature fusionto enrich semantic information spatial information
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Quantitative scale validation of the Dimensional Anhedonia Rating Scale in the treatment of Chinese patients with major depressive disorder
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作者 Xiaojing Gu Yun-Ai Su +6 位作者 Jingyu Lin Xiaowei Chen Donald M Bushnell Dongjing Fu Carol Jamieson Heather Rozjabek Tianmei Si 《General Psychiatry》 2025年第2期144-152,共9页
Background The patient-reported Dimensional Anhedonia Rating Scale(DARS)has been adapted into Chinese,so there is a need to evaluate its measurement properties in a Chinese population.Aims To evaluate the reliability ... Background The patient-reported Dimensional Anhedonia Rating Scale(DARS)has been adapted into Chinese,so there is a need to evaluate its measurement properties in a Chinese population.Aims To evaluate the reliability and validity of the DARS among Chinese individuals with major depressive disorder(MDD)and its treatment sensitivity in a prospective clinical study.Methods Data were from a multicentre,prospective clinical study(NCT03294525),which recruited both patients with MDD,who were followed for 8 weeks,and healthy controls(HCs),assessed at baseline only.The analysis included confirmatory factor analysis,validity and sensitivity to change.Results Patients’mean(standard deviation(SD))age was 34.8(11.0)years,with 68.7%being female.75.2%of patients with MDD had melancholic features,followed by 63.8%with anxious distress.Patients had experienced MDD for a mean(SD)of 9.2(18)months.DARS scores covered the full range of severity with no major floor or ceiling effects.Confirmatory factor analysis showed adequate fit statistics(comparative fit index 0.976,goodness-of-fit index 0.935 and root mean square error of approximation 0.055).Convergent validity with anhedonia-related measures was confirmed.While the correlation between the DARS and the Hamilton Depression Rating Scale was not strong(r=0.31,baseline),the DARS was found to differentiate between levels of depression.Greater improvements in DARS scores were seen with the Hamilton Rating Scale for Depression responder group(effect size 1.16)compared with the non-responder group(effect size 0.46).Conclusions This study comprehensively evaluated the measurement properties of the DARS using a Chinese population with MDD.Overall,the Chinese version of DARS demonstrates good psychometric properties and has been found to be responsive to change during antidepressant treatment.The DARS is a suitable scale for assessing patient-reported anhedonia in future clinical trials. 展开更多
关键词 RELIABILITY Validity major depressive disorder mdd Quantitative scale validation Chinese population Major Depressive Disorder Dimensional Anhedonia Rating scale dimensional anhedonia rating scale dars
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Development and Factorial Structure of the Green Crescent Life Skills Scale for Turkish Adolescents
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作者 Ayşe Esraİşmen Gazioğlu Halime Yıldırım Hoş Şener Büyüköztürk 《International Journal of Mental Health Promotion》 2025年第5期683-700,共18页
Background The effectiveness of life skills-based prevention programs to prevent substance addiction has been underexplored in Türkiye,likely in part due to the lack of validated measurement tools developed speci... Background The effectiveness of life skills-based prevention programs to prevent substance addiction has been underexplored in Türkiye,likely in part due to the lack of validated measurement tools developed specifically for that purpose.Therefore,the aim of this study is to develop a tool to measure life skills for middle school students.The present study aims to test the factorial structure,reliability,convergent and discriminant validity,and measurement invariance across gender and age groups of the Green Crescent Life Skills(GCLS)Scale.Methods The study was conducted in Istanbul with two different sample groups.The first sample consisted of 566 and the second sample consisted of 885 middle school students.In the study,exploratory factor analysis(EFA)was applied to the first sample,and confirmatory factor analysis(CFA)was applied to the second sample to test the factorial structure of the scale.Convergent and discriminant validity were examined to provide evidence for construct-based validity.The reliability of the scale was assessed with Cronbach’sα,composite reliability,McDonald’sω,and test-retest.Results The EFA results showed that the scale consisted of four factors(self-awareness,coping with negative emotions,thinking skills,and peer relations).CFA results also confirmed this structure.The results revealed a significant positive correlation(r=0.52,p<0.01)between life skills and avoidance self-efficacy scores,as well as a significant negative correlation(r=−0.53,p<0.01)between life skills and attitude toward drug use scores.Additionally,it was found that measurement invariances based on gender and age groups were provided.It was determined that all sub-dimensions had sufficient reliability levels.Conclusion The findings of this validation study show that the GCLS Scale,which assesses four skills in a self-reported format,is a valid and reliable scale with considerable potential utility in monitoring life skills in Turkish adolescent populations. 展开更多
关键词 Green crescent life skills scale life skills drug prevention scale development
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An effective short form of the 20-item University of California Los Angeles Loneliness Scale version 3:item response theory and network psychometrics
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作者 Jinyuan Liu Ming Chen +4 位作者 Hao Wu Hanchang Cai Shengjia Tu Ellen Lee Xinlian Zhang 《General Psychiatry》 2025年第4期328-334,共7页
Loneliness is a complex and usually unpleasant emotional response to isolation,which has been considered the latest global health epidemic exacerbated by the coronavirus disease 2019 pandemic,affecting nearly twothird... Loneliness is a complex and usually unpleasant emotional response to isolation,which has been considered the latest global health epidemic exacerbated by the coronavirus disease 2019 pandemic,affecting nearly twothirds of older adults.Some profound health implications carried by loneliness include depression,cognitive impairment,hypertension and frailty.Across the world,there is no consensus definition of loneliness,and its measure is based on the phenomenological perspective of the individual.The 20-item University of California Los Angeles Loneliness Scale version 3(UCLA-20)is the most common measure.This scale demonstrates acceptable psychometric properties but is too long and complex for a phone interview.This paper addresses the increasing need to shorten this scale by adopting classical item response theory and network psychometrics to advance scale development.Through an item reduction analysis,we trimmed the original scale into an effective short form,which is as valid as the original one.With respondents’time at a premium in most research nowadays,this shortform scale is an efficient and practical alternative to the original UCLA-20. 展开更多
关键词 coronavirus disease scale development ucla loneliness scale global health epidemic LONELINESS older adults network psychometrics item response theory
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Reliability and validity of the preparatory grief scale for use with hemodialysis patients
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作者 Yue-Juan Li Xue Li +1 位作者 Mei-Juan Li Yu-Lin Gao 《World Journal of Psychiatry》 2025年第9期201-209,共9页
BACKGROUND During the gradual decline of physical and social functioning associated with end-stage renal disease,patients might experience a premonition of impending death,resulting in a series of pre-mourning grief r... BACKGROUND During the gradual decline of physical and social functioning associated with end-stage renal disease,patients might experience a premonition of impending death,resulting in a series of pre-mourning grief responses called preparatory grief.The preparatory grief in advanced cancer patients(PGAC)scale is the most widely used preparatory grief scale for patients on hemodialysis in China.AIM To verify the reliability and validity of the PGAC scale in patients on hemodialysis.METHODS In total,327 patients undergoing regular hemodialysis in the blood purification center of three grade-A tertiary hospitals in Guangdong and Guizhou provinces were selected by convenience sampling.The assessment was administered using the general information questionnaire and the Chinese version of PGAC.SPSS 25.0 and Amos 24.0 were used for item analysis,confirmatory factor analysis(CFA),convergent validity,and internal consistency reliability estimation.RESULTS In the modified Chinese version of PGAC,7 dimensions covering 27 total items were retained.CFA revealed a good fit of the factor model(chi-square degree of freedom=2.056,standardized root mean square residual=0.0479,root mean square error of approximation=0.0570,GFI=0.872,AGFI=0.841,IFI=0.931,CFI=0.930,TLI=0.919).The factor loadings of the items ranged 0.503-0.884.The composite reliability ranged 0.664-0.914,and the average variance extracted ranged 0.366-0.747.Cronbach’sαof the scale was 0.945,and Cronbach’sαfor various dimensions ranged 0.662-0.914.CONCLUSION The modified PGAC has good reliability and validity,and it can effectively measure preparatory grief in patients on hemodialysis. 展开更多
关键词 Preparatory grief HEMODIALYSIS scale RELIABILITY Validity
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