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Assessing healthcare workers’knowledge and confidence in the diagnosis,management and prevention of Monkeypox
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作者 Epipode Ntawuyamara Thierry Ingabire +3 位作者 Innocent Yandemye Polycarpe Ndayikeza Bina Bhandari Yan-Hua Liang 《World Journal of Clinical Cases》 SCIE 2025年第1期38-47,共10页
BACKGROUND Monkeypox(Mpox),is a disease of global public health concern,as it does not affect only countries in western and central Africa.AIM To assess Burundi healthcare workers(HCWs)s’level of knowledge and confid... BACKGROUND Monkeypox(Mpox),is a disease of global public health concern,as it does not affect only countries in western and central Africa.AIM To assess Burundi healthcare workers(HCWs)s’level of knowledge and confidence in the diagnosis and management of Mpox.METHODS We conducted a cross-sectional study via an online survey designed mainly from the World Health Organization course distributed among Burundi HCWs from June-July 2023.The questionnaire comprises 8 socioprofessional-related questions,22 questions about Mpox disease knowledge,and 3 questions to assess confidence in Mpox diagnosis and management.The data were analyzed via SPSS software version 25.0.A P value<0.05 was considered to indicate statistical significance.RESULTS The study sample comprised 471 HCWs who were mainly medical doctors(63.9%)and nurses(30.1%).None of the 22 questions concerning Mpox knowledge had at least 50%correct responses.A very low number of HCWs(17.4%)knew that Mpox has a vaccine.The confidence level to diagnose(21.20%),treat(18.00%)or prevent(23.30%)Mpox was low among HCWs.The confidence level in the diagnosis of Mpox was associated with the HCWs’age(P value=0.009),sex(P value<0.001),work experience(P value=0.002),and residence(P value<0.001).The confidence level to treat Mpox was significantly associated with the HCWs’age(P value=0.050),sex(P value<0.001),education(P value=0.033)and occupation(P value=0.005).The confidence level to prevent Mpox was associated with the HCWs’education(P value<0.001),work experience(P value=0.002),residence(P value<0.001)and type of work institution(P value=0.003).CONCLUSION This study revealed that HCWs have the lowest level of knowledge regarding Mpox and a lack of confidence in the ability to diagnose,treat or prevent it.There is an urgent need to organize continuing medical education programs on Mpox epidemiology and preparedness for Burundi HCWs.We encourage future researchers to assess potential hesitancy toward Mpox vaccination and its associated factors. 展开更多
关键词 MONKEYPOX Public health emergency of international concern Healthcare workers EPIDEMIC PREPAREDNESS KNOWLEDGE confidence
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Moving Ahead with Confidence
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作者 《China Today》 2025年第1期16-19,共4页
NEW quality productive forces were one of the most frequently mentioned keywords for China’s high-quality development in the past year.The annual Central Economic Work Conference(CEWC)in December that reviewed the ec... NEW quality productive forces were one of the most frequently mentioned keywords for China’s high-quality development in the past year.The annual Central Economic Work Conference(CEWC)in December that reviewed the economy in 2024 and gave directions for the economic work in 2025 called for balancing fostering new growth drivers and revitalizing old ones while developing new quality productive forces based on local conditions. 展开更多
关键词 FORCES mentioned confidence
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Cooperative Positioning Method for Multi-unmanned Systems Based on Confidence Evaluation
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作者 SHI Chenfa XIONG Zhi +3 位作者 WU Tianxu LI Qijie WANG Huiming ZHOU Haoyu 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第S1期38-50,共13页
In order to solve the problem of limited computational resources of multi-unmanned systems airborne navigation platform,a distributed cooperative positioning method based on confidence evaluation is proposed.Firstly,t... In order to solve the problem of limited computational resources of multi-unmanned systems airborne navigation platform,a distributed cooperative positioning method based on confidence evaluation is proposed.Firstly,the impact of ranging error,priori information,spatial geometric configuration and adjacent nodes count on cooperative positioning performance are analyzed individually.Secondly,a confidence evaluation method for measurement information of adjacent nodes is designed according to the cooperative positioning principle,which comprehensively considers the coupling relationship between influencing factors.Finally,a distributed cooperative navigation filter based on inter-vehicle ranging is designed.Simulation studies show that confidence evaluation method proposed in this paper can effectively characterize the contribution of measurement information to positioning results,and positioning accuracy under the proposed method is improved by more than 15%compared with the traditional screening methods based on optimal geometric configuration and closest distance. 展开更多
关键词 confidence evaluation distributed architecture cooperative positioning dilution of precision multi-source fusion
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Innovating a new paradigm for international communication and opening a new chapter in strengthening cultural confidence: Internationalization and the mission of Chinese Journal of Integrative Nursing
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作者 Jenny Ma 《中西医结合护理》 2025年第7期1-3,共3页
Chinese Journal of Integrative Nursing(CJIN)is dedicated to promoting the internationalization of Chinese science and technology journals through innovative practices.Its pioneering technology of Authorship Metadata i... Chinese Journal of Integrative Nursing(CJIN)is dedicated to promoting the internationalization of Chinese science and technology journals through innovative practices.Its pioneering technology of Authorship Metadata in Chinese,preserves authors'names in their native languages within global academic databases,demonstrating cultural confidence and enabling accurate tracking of academic achievements.By constructing an open science system,upgrading its technical platform,and ensuring the sustainable dis⁃semination of resources,CJIN is committed to establishing an international academic hub in the field of integrative nursing.It aims to build bridges for cultural exchange,and transmitting the accumulated wisdom of Traditional Chinese Medicine nursing. 展开更多
关键词 integrative nursing internationalization of scientific journals cultural confidence METADATA open access
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A Study on the Construction and Practice of the Multimodal Ideological and Political Education Teaching Model(CIM)in Arts and Sports University English Courses from the Perspective of Cultural Confidence
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作者 Yanxi Zhou 《Journal of Contemporary Educational Research》 2025年第11期359-370,共12页
This study,grounded in cultural confidence,constructs and implements the Curriculum-Ideology and Politics-Multimodality(CIM)teaching model tailored for university English courses in arts and sports majors.By integrati... This study,grounded in cultural confidence,constructs and implements the Curriculum-Ideology and Politics-Multimodality(CIM)teaching model tailored for university English courses in arts and sports majors.By integrating multimodal resources,it embeds ideological and political education into English instruction to enhance students’language proficiency and cultural confidence.Effectiveness was evaluated through questionnaires and experiments at Changsha Normal University as a case study,detailing construction steps,pathways,and outcomes.Results indicate improved cross-cultural communication skills and ideological literacy.This work innovatively combines cultural confidence,course-based ideological education,and multimodal theory,providing a novel practical framework for university English teaching. 展开更多
关键词 Cultural confidence Multimodal teaching Ideological and political education in courses University English teaching Arts and sports students
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From AI Kung Fu to Economic Resilience:Boosting Global Confidence with Innovation and Policies
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作者 Zhang Hui 《China Today》 2025年第4期2-2,共1页
In a video that has mesmerized audiences worldwide,a humanoid robot displays a magical move of self-defense,executing a flawless 720-degree spinning kick to knock out a baton held in a human hand.This is Chinese compa... In a video that has mesmerized audiences worldwide,a humanoid robot displays a magical move of self-defense,executing a flawless 720-degree spinning kick to knock out a baton held in a human hand.This is Chinese company Unitree Robotics’G1 robot,embodying the innovation that has propelled China forward as the world’s second largest economy. 展开更多
关键词 ROBOT BOOSTING confidence
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过伸体位复位联合Confidence高黏度椎体骨水泥椎体成形术治疗椎体骨质疏松压缩性骨折 被引量:25
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作者 张愈峰 龚辉 侍德 《中国矫形外科杂志》 CAS CSCD 北大核心 2016年第2期110-113,共4页
[目的]分析过伸体位复位联合Confidence高黏度椎体骨水泥椎体成形术治疗椎体骨质疏松压缩性骨折的临床疗效。[方法]回顾性分析2011年10月~2015年2月来本院骨科就诊的椎体骨质疏松压缩性骨折患者50例,共74个椎体,随机数字法分为两组,对... [目的]分析过伸体位复位联合Confidence高黏度椎体骨水泥椎体成形术治疗椎体骨质疏松压缩性骨折的临床疗效。[方法]回顾性分析2011年10月~2015年2月来本院骨科就诊的椎体骨质疏松压缩性骨折患者50例,共74个椎体,随机数字法分为两组,对照组患者行经皮椎体成形术,观察组患者行过伸体位复位联合Confidence高黏度椎体骨水泥椎体成形术,比较两组患者临床疗效。[结果]术后两组患者VAS评分、Cobb角和Oswesty功能评分均较术前明显改善(P〈0.05),且观察组患者Cobb角改善幅度更大;观察组患者术后伤椎前缘和中线高度压缩率均较术前明显改善(P〈0.05),且均明显优于对照组。[结论]过伸体位复位联合Confidence高黏度椎体骨水泥椎体成形术治疗椎体骨质疏松压缩性骨折临床疗效确切,能够有效恢复椎体高度,矫正后凸畸形,骨水泥渗漏风险小,值得临床推广应用。 展开更多
关键词 椎体骨质疏松压缩性骨折 经皮椎体成形术 过伸体位复位 confidence高黏度椎体骨水泥
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PMMA和Confidence高粘度骨水泥在老年胸腰椎骨折椎体成形术中的应用效果对比分析 被引量:2
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作者 王平 王昊 +2 位作者 武春雷 刘莅彤 任富继 《中国现代手术学杂志》 2016年第6期434-437,共4页
目的比较PMMA和Confidence高粘度骨水泥在老年胸腰椎骨折椎体成形术中的应用效果。方法选取2014年12月~2016年5月我院收治的116例老年胸腰椎骨折行椎体成形术患者,按照随机数字表法将患者分为研究组和对照组,每组58例。研究组使用Confid... 目的比较PMMA和Confidence高粘度骨水泥在老年胸腰椎骨折椎体成形术中的应用效果。方法选取2014年12月~2016年5月我院收治的116例老年胸腰椎骨折行椎体成形术患者,按照随机数字表法将患者分为研究组和对照组,每组58例。研究组使用Confidence高粘度骨水泥填充,对照组使用PMMA骨水泥填充。比较两组手术时间、术中出血量、住院时间、手术前后VAS评分、生活质量水平、椎体前缘高度及Cobb角的差异。结果研究组手术时间、术中出血量、住院时间分别为(73.36±14.83)min、(25.82±6.15)ml、(6.82±2.17)d,与对照组的(78.12±15.19)min、(28.10±6.39)ml、(7.08±2.09)d比较均无显著差异(P〉0.05)。术前,两组VAS评分比较无统计学差异(P〉0.05)。术后3 d、术后10 d、术后30 d,研究组VAS评分分别为(3.06±0.53)分、(1.87±0.42)分、(1.04±0.25)分,均显著低于对照组的(3.56±0.57)分、(2.33±0.51)分、(1.80±0.31)分(P〈0.05)。研究组手术后SF-36各维度评分均较对照组的为优(P〈0.05);两组椎体前缘高度及Cobb角比较无显著差异(P〉0.05)。结论 Confidence高粘度骨水泥用于老年胸腰椎骨折椎体成形术效果好,在减轻疼痛和提高生活质量方面比PMMA骨水泥更优,二者在改善椎体前缘高度及Cobb角方面效果相当。 展开更多
关键词 PMMA骨水泥 confidence高粘度骨水泥 脊柱骨折
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新时代中国特色社会主义文化视域下的中原学建设
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作者 李庚香 《黄河科技学院学报》 2026年第1期29-34,共6页
构建具有中国特色、中国风格、中国气派的哲学社会科学学科体系、学术体系、话语体系,构建中国哲学社会科学自主知识体系,是时代赋予的重大命题。党的二十届四中全会强调,要激发全民族文化创新创造活力,繁荣发展新时代中国特色社会主义... 构建具有中国特色、中国风格、中国气派的哲学社会科学学科体系、学术体系、话语体系,构建中国哲学社会科学自主知识体系,是时代赋予的重大命题。党的二十届四中全会强调,要激发全民族文化创新创造活力,繁荣发展新时代中国特色社会主义文化,提升中华文明传播力影响力。中原地区作为中华文明的重要发祥地,其深厚的历史文化积淀为构建中国自主知识体系提供了宝贵资源。中原学作为植根于中原大地、以中华文明起源与演进的核心区域为研究对象,融贯历史、现实与未来的综合性、交叉性学科体系,其建设与发展恰逢其时。本文立足于新时代中国特色社会主义文化视域,深入探讨中原学建设的时代要求、文化使命与实践路径,旨在为推动中原学学科体系化、学术规范化、话语现代化提供理论支撑,为传承弘扬中华优秀传统文化、增强文化自信、服务中华民族伟大复兴贡献力量。新时代的中原学建设,要坚持以习近平新时代中国特色社会主义思想尤其是习近平文化思想为根本指引,明确目标定位,服务文化强国战略,打造中华文明阐释高地;完善体系架构,推动学科交叉融合,构建中原学大学科群;创新研究方法,坚持守正创新,融通古今中外;聚焦现实需求,汇聚研究合力,推动成果转化。 展开更多
关键词 新时代中国特色社会主义文化 中原学 自主知识体系构建 文化自信
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On the Confidence Limits of Bernoulli Parameter in Any Sequential Case
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作者 陈家鼎 《Chinese Quarterly Journal of Mathematics》 CSCD 2001年第1期1-8,共8页
Let x 1,x 2,… be independent identically distributed (i.i.d.) random variables, in which x n=0 or 1 and the probability of {x n=1} is p. Here p is unknown. Let τ be any finite stopping ... Let x 1,x 2,… be independent identically distributed (i.i.d.) random variables, in which x n=0 or 1 and the probability of {x n=1} is p. Here p is unknown. Let τ be any finite stopping time for (x n,n1). For any sequential sample (x 1,x 2,…,x τ ) and γ∈(0,1), we have given an optimal confidence limit of p with confidence level γ . Some related problems are also discussed. 展开更多
关键词 sequential sample Bernoulli parameter lower (upper) confidence limit
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Special Artists Find their Calling in Shadow Puppetry
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作者 DENG DI 《China Today》 2026年第1期64-66,共3页
Before joining the Beijing Dragon Shadow Puppetry Art Theatre,this group of young people rarely had the chance to meet people like themselves,lacked friends,faced obstacles at work,and felt alienated from society.Now,... Before joining the Beijing Dragon Shadow Puppetry Art Theatre,this group of young people rarely had the chance to meet people like themselves,lacked friends,faced obstacles at work,and felt alienated from society.Now,they have gained appreciation,recognition,confidence,friendships,and love. 展开更多
关键词 FRIENDSHIPS Beijing Dragon Shadow Puppetry Art Theatre recognition love APPRECIATION confidence young people shadow puppetry
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China’s Economy Builds Momentum for High-Quality Growth
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作者 Zhang Hui 《China Today》 2026年第1期2-2,共1页
As the global economy navigates through a complex landscape of uncertainty and shifting dynamics,the Chinese economy stands out for its remarkable resilience,inherent vitality,and steadfast commitment to a transformat... As the global economy navigates through a complex landscape of uncertainty and shifting dynamics,the Chinese economy stands out for its remarkable resilience,inherent vitality,and steadfast commitment to a transformative,high-quality development path.The latest economic indicators,strategic policy guidance from the Central Economic Work Conference,and a surge in international confidence collectively present a picture of an economy not merely recovering,but actively building its new growth engines.China is transitioning towards a more sustainable and innovation-driven model,with new quality productive forces playing an increasingly prominent role. 展开更多
关键词 economic resilience sustainable growth innovation driven model international confidence economic indicatorsstrategic policy guidance high quality development
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肝切除患者术后康复信心水平及其影响因素
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作者 胡淑敏 王灿 +1 位作者 吴晶晶 龚丽 《河南医学研究》 2026年第1期40-44,共5页
目的调查肝切除患者术后的康复信心水平,分析其主要社会人口学、临床及心理社会影响因素。方法采用便利抽样法,选取2023年1月至2024年12月在郑州大学第一附属医院接受肝切除术的患者作为研究对象。使用自行设计的一般资料调查表、术后... 目的调查肝切除患者术后的康复信心水平,分析其主要社会人口学、临床及心理社会影响因素。方法采用便利抽样法,选取2023年1月至2024年12月在郑州大学第一附属医院接受肝切除术的患者作为研究对象。使用自行设计的一般资料调查表、术后康复信心量表、社会支持评定量表以及简易应对方式问卷进行调查。分析患者康复信心水平影响因素。结果共发放问卷220份,回收有效问卷205份,有效回收率为93.18%。患者康复信心总均分为(41.78±7.15)分。单因素分析显示,年龄、受教育程度、职业、家庭人均月收入、肝病诊断、肿瘤最大直径、术后是否发生并发症以及社会支持总分、积极应对和消极应对等与康复信心得分相关(P<0.05)。Pearson相关分析显示,康复信心与社会支持总分(r=0.586,P<0.05)、积极应对(r=0.491,P<0.05)呈正相关,与消极应对(r=-0.428,P<0.05)、肿瘤最大直径(r=-0.161,P<0.05)呈负相关。多元线性回归分析显示,较高的社会支持(β=0.348)、积极的应对方式(β=0.277)、无术后并发症(β=0.197)、较高的家庭人均月收入(β=0.149)以及良性肝病诊断(β=0.128)是影响患者康复信心的主要积极因素(调整后R^(2)=0.507,F=38.915,P<0.05)。结论肝切除患者术后康复信心受多种因素影响。医护人员应关注患者社会心理状况,特别是社会支持和应对方式,同时重视临床因素如并发症管理、疾病性质和经济状况,以综合提升其康复信心。 展开更多
关键词 肝切除 康复信心 影响因素 社会支持 应对方式
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空频域联合优化的通用对抗扰动生成方法
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作者 耿荣 孙钦东 +1 位作者 曹晗 王艳 《计算机工程》 北大核心 2026年第1期176-187,共12页
通用对抗扰动(UAP)的空域信息直观表示了扰动的视觉特征,频域信息包含了扰动的结构和纹理,联合分析扰动的空域和频域信息,有助于理解UAP的生成机制及其对图像分类模型鲁棒性的影响。已有研究大多关注扰动空域信息的分布和变化,忽略了频... 通用对抗扰动(UAP)的空域信息直观表示了扰动的视觉特征,频域信息包含了扰动的结构和纹理,联合分析扰动的空域和频域信息,有助于理解UAP的生成机制及其对图像分类模型鲁棒性的影响。已有研究大多关注扰动空域信息的分布和变化,忽略了频率分量的作用,限制了UAP的泛化能力。针对此问题,提出一种空频域联合优化的图像UAP生成方法,使用对抗样本置信度损失、扰动空域距离损失和扰动频率引导损失,从空域和频域角度训练模型,生成具有高攻击性和迁移性的UAP。其中,对抗样本置信度损失用于增强扰动的攻击性,扰动空域距离损失优化扰动的空域大小,扰动频率引导损失控制扰动中频率分量的比重。实验结果表明,UAP的低频分量对攻击效果影响较大,在相同扰动空域内,低频分量越多,扰动攻击成功率越高;与基线方法对比,通过联合优化空域和频域生成的UAP具有较强的攻击性和迁移性,在生成速度方面也有显著的优势。 展开更多
关键词 通用对抗扰动 空频域联合优化 对抗样本置信度 频率引导 频率分量
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Time-varying confidence interval forecasting of travel time for urban arterials using ARIMA-GARCH model 被引量:6
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作者 崔青华 夏井新 《Journal of Southeast University(English Edition)》 EI CAS 2014年第3期358-362,共5页
To improve the forecasting reliability of travel time, the time-varying confidence interval of travel time on arterials is forecasted using an autoregressive integrated moving average and generalized autoregressive co... To improve the forecasting reliability of travel time, the time-varying confidence interval of travel time on arterials is forecasted using an autoregressive integrated moving average and generalized autoregressive conditional heteroskedasticity (ARIMA-GARCH) model. In which, the ARIMA model is used as the mean equation of the GARCH model to model the travel time levels and the GARCH model is used to model the conditional variances of travel time. The proposed method is validated and evaluated using actual traffic flow data collected from the traffic monitoring system of Kunshan city. The evaluation results show that, compared with the conventional ARIMA model, the proposed model cannot significantly improve the forecasting performance of travel time levels but has advantage in travel time volatility forecasting. The proposed model can well capture the travel time heteroskedasticity and forecast the time-varying confidence intervals of travel time which can better reflect the volatility of observed travel times than the fixed confidence interval provided by the ARIMA model. 展开更多
关键词 confidence interval forecasting travel time autoregressive integrated moving average and generalized autoregressive conditional heteroskedasticity ARIMA-GARCH) conditional variance reliability
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基于All-confidence的正负关联分类 被引量:1
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作者 黄再祥 何田中 《漳州师范学院学报(自然科学版)》 2012年第3期32-37,共6页
针对分类中如何有效利用负关联模式提高分类准确率,提出了一种基于正负关联模式的分类算法.利用类Apriori算法挖掘包含正项或/和负项且项与项之间互相关联的正负关联模式来产生分类规则.为提高挖掘效率,先找出能覆盖训练集的信息熵最小... 针对分类中如何有效利用负关联模式提高分类准确率,提出了一种基于正负关联模式的分类算法.利用类Apriori算法挖掘包含正项或/和负项且项与项之间互相关联的正负关联模式来产生分类规则.为提高挖掘效率,先找出能覆盖训练集的信息熵最小k个正/负项.然后,把这k个正/负项分别与其他项进行连接得到相应的正负关联模式.实验表明,该算法有效减少了挖掘的规则数,极大减少了挖掘时间,并提高了分类准确率. 展开更多
关键词 数据挖掘 关联分类 负关联模式 全置信度 信息熵
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无效预期诱发知觉偏差却提升元认知判断准确性
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作者 罗铁勇 刘翠珍 《心理学报》 北大核心 2026年第2期336-349,I0008-I0010,共17页
人类生活在一个充满不确定性的世界中,为了能够及时响应和处理周围信息的变化,大脑会持续对周围环境产生预期。这些预期能够引导我们的感知和行动,然而,不成熟的预测也可能导致决策偏差。本研究通过5个实验探讨无效预期如何影响知觉判... 人类生活在一个充满不确定性的世界中,为了能够及时响应和处理周围信息的变化,大脑会持续对周围环境产生预期。这些预期能够引导我们的感知和行动,然而,不成熟的预测也可能导致决策偏差。本研究通过5个实验探讨无效预期如何影响知觉判断及其后的信心估计。实验1、实验2和实验3分别探究了无效预期在高、中、低三种不同任务难度下对知觉判断和信心估计的影响。实验4引入无预测的基线条件以提供对照,实验5通过分离预测和知觉判断的按键设置,排除动作效应的干扰。4个实验均发现(实验3除外),被试倾向于将知觉刺激判断为与预测一致,这表明无效预期引起了知觉偏差。在元认知效率(即信心估计的准确性)上,5个实验一致发现,被试在匹配试次(预测刺激与知觉判断一致)中的表现显著优于不匹配试次,表现出更高的元认知水平。综上,无效预期虽然影响了初级的知觉判断导致了知觉偏差,但却促进了更高级的元认知心理加工。 展开更多
关键词 无效预期 知觉判断 自信心 元认知
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Confidence and continuous learning:Key for Chinese students to engage in international standardization work--Interview with Tom Heilandt,Secretary-General of the International Federation for Sustainability and Justice,former Secretary of the Codex Alimentarius Commission
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作者 Tom Heilandt 《China Standardization》 2026年第1期35-37,共3页
China Standardization:What is your view on this year's International Standardization Youth Star Competition?Tom Heilandt:This is the first time I have attended this event,which was founded by my good friend Dr.Zha... China Standardization:What is your view on this year's International Standardization Youth Star Competition?Tom Heilandt:This is the first time I have attended this event,which was founded by my good friend Dr.Zhang Xiaogang,whom I first met in 2016 when he was President of ISO.It is an excellent initiative.I strongly believe that it is essential for young people to become involved in standardization. 展开更多
关键词 standardization work ISO confidence continuous learning Chinese students international standardization youth star competition international standardization standardization initiative
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Regaining of morning erection and sexual confidence in patients with erectile dysfunction 被引量:9
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作者 Sae-Chul Kim 《Asian Journal of Andrology》 SCIE CAS CSCD 2006年第6期703-708,共6页
Aim: To investigate how erectile dysfunction (ED) medications affect morning erection in patients with ED and how they respond to the return of morning erection. Methods: This study was conducted in 120 patients w... Aim: To investigate how erectile dysfunction (ED) medications affect morning erection in patients with ED and how they respond to the return of morning erection. Methods: This study was conducted in 120 patients who experienced successful intercourse with either tadalafil or sildenafil. Using a random face-to-face interview and a questionnaire (about the quality and number of days getting morning erection after using the two medications), the impact of the medications on the morning erections was investigated, and the participants were asked about their feelings on regaining morning erection. Results: Of the respondents, 81% (68% of those with sildenafil and 99% of those with tadalafil) experienced morning erections after taking an oral ED medication. The men who took tadalafil mainly for 2 days with one dose, while those who took sildenafil experienced morning erections mainly for 1 day. The major sentiment upon regaining a morning erection was, "having more confidence as a man" (74%). Among the 96 respondents who experienced morning erections with tadalafil, 52% preferred tadalafil over sildenafil, not only because of freedom from concerns about a specific time to have relations, but also regaining morning erection. Conclusion: Regaining a morning erection affects the recovery of confidence as a man and influences the preference for tadalafil over sildenafil. 展开更多
关键词 morning erection sexual confidence SILDENAFIL TADALAFIL erectile dysfunction
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Deep learning-based evaluation of factor of safety with confidence interval for tunnel deformation in spatially variable soil 被引量:9
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作者 Jinzhang Zhang Kok Kwang Phoon +2 位作者 Dongming Zhang Hongwei Huang Chong Tang 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2021年第6期1358-1367,共10页
The random finite difference method(RFDM) is a popular approach to quantitatively evaluate the influence of inherent spatial variability of soil on the deformation of embedded tunnels.However,the high computational co... The random finite difference method(RFDM) is a popular approach to quantitatively evaluate the influence of inherent spatial variability of soil on the deformation of embedded tunnels.However,the high computational cost is an ongoing challenge for its application in complex scenarios.To address this limitation,a deep learning-based method for efficient prediction of tunnel deformation in spatially variable soil is proposed.The proposed method uses one-dimensional convolutional neural network(CNN) to identify the pattern between random field input and factor of safety of tunnel deformation output.The mean squared error and correlation coefficient of the CNN model applied to the newly untrained dataset was less than 0.02 and larger than 0.96,respectively.It means that the trained CNN model can replace RFDM analysis for Monte Carlo simulations with a small but sufficient number of random field samples(about 40 samples for each case in this study).It is well known that the machine learning or deep learning model has a common limitation that the confidence of predicted result is unknown and only a deterministic outcome is given.This calls for an approach to gauge the model’s confidence interval.It is achieved by applying dropout to all layers of the original model to retrain the model and using the dropout technique when performing inference.The excellent agreement between the CNN model prediction and the RFDM calculated results demonstrated that the proposed deep learning-based method has potential for tunnel performance analysis in spatially variable soils. 展开更多
关键词 Deep learning Convolutional neural network(CNN) Tunnel safety confidence interval Random field
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