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Herding and investor sentiment after the cryptocurrency crash:evidence from Twitter and natural language processing
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作者 Michael Cary 《Financial Innovation》 2024年第1期425-447,共23页
Although the 2022 cryptocurrency market crash prompted despair among investors,the rallying cry,“wagmi”(We’re all gonna make it.)emerged among cryptocurrency enthusiasts in the aftermath.Did cryptocurrency enthusia... Although the 2022 cryptocurrency market crash prompted despair among investors,the rallying cry,“wagmi”(We’re all gonna make it.)emerged among cryptocurrency enthusiasts in the aftermath.Did cryptocurrency enthusiasts respond to this crash differently compared to traditional investors?Using natural language processing techniques applied to Twitter data,this study employed a difference-in-differences method to determine whether the cryptocurrency market crash had a differential effect on investor sentiment toward cryptocurrency enthusiasts relative to more traditional investors.The results indicate that the crash affected investor sentiment among cryptocurrency enthusiastic investors differently from traditional investors.In particular,cryptocurrency enthusiasts’tweets became more neutral and,surprisingly,less negative.This result appears to be primarily driven by a deliberate,collectivist effort to promote positivity within the cryptocurrency community(“wagmi”).Considering the more nuanced emotional content of tweets,it appears that cryptocurrency enthusiasts expressed less joy and surprise in the aftermath of the cryptocurrency crash than traditional investors.Moreover,cryptocurrency enthusiasts tweeted more frequently after the cryptocurrency crash,with a relative increase in tweet frequency of approximately one tweet per day.An analysis of the specific textual content of tweets provides evidence of herding behavior among cryptocurrency enthusiasts. 展开更多
关键词 Bitcoin Cryptocurrency herding Investor sentiment Natural language processing Sentiment analysis TWITTER
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Business cycle and herding behavior in stock returns:theory and evidence
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作者 Kwangwon Ahn Linxiao Cong +1 位作者 Hanwool Jang Daniel Sungyeon Kim 《Financial Innovation》 2024年第1期4101-4114,共14页
This study explains the role of economic uncertainty as a bridge between business cycles and investors’herding behavior.Starting with a conventional stochastic differential equation representing the evolution of stoc... This study explains the role of economic uncertainty as a bridge between business cycles and investors’herding behavior.Starting with a conventional stochastic differential equation representing the evolution of stock returns,we provide a simple theoretical model and empirically demonstrate it.Specifically,the growth rate of gross domestic product and the power law exponent are used as proxies for business cycles and herding behavior,respectively.We find stronger herding behavior during recessions than during booms.We attribute this to economic uncertainty,which leads to strong behavioral bias in the stock market.These findings are consistent with the predictions of the quantum model. 展开更多
关键词 Herd behavior Business cycle Economic uncertainty Quantum model Powerlaw exponent
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相互作用herding模型的非线性行为和动力学特性 被引量:2
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作者 董林荣 《浙江大学学报(理学版)》 CAS CSCD 北大核心 2006年第5期521-524,共4页
相互作用herding模型定性上能很好地呈现一些真实的经济规律,但定量上与真实的市场还有一定的距离,特别是收益绝对值的自关联衰退得太快.通过数值模拟研究发现该模型在它的参数取某些特定值时具有特有的非线性行为和动力学特性.此时,它... 相互作用herding模型定性上能很好地呈现一些真实的经济规律,但定量上与真实的市场还有一定的距离,特别是收益绝对值的自关联衰退得太快.通过数值模拟研究发现该模型在它的参数取某些特定值时具有特有的非线性行为和动力学特性.此时,它不仅重现该模型原有的动力学特性,并能展现出更接近真实的市场规律,其中收益绝对值表现出长程关联,呈现出幂指数分布,它的幂明显变小,落在真实的市场规律范围内. 展开更多
关键词 金融物理 相互作用herding模型 高阶 非线性行为
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一个具有双重反馈作用的异类经纪人herding模型
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作者 董林荣 《浙江大学学报(理学版)》 CAS CSCD 北大核心 2010年第1期46-50,共5页
一个具有双重反馈作用的异类经纪人herding模型被提出.该模型认为,金融市场是由不同大小和行为倾向的经纪人集团组成.当两个不同行为倾向的经纪人集团相遇时,他们有可能发生一次交易;当两个同种行为倾向的经纪人集团相遇时,他们可能合... 一个具有双重反馈作用的异类经纪人herding模型被提出.该模型认为,金融市场是由不同大小和行为倾向的经纪人集团组成.当两个不同行为倾向的经纪人集团相遇时,他们有可能发生一次交易;当两个同种行为倾向的经纪人集团相遇时,他们可能合并成一个更大的经纪人集团.交易或合并的成功率跟市场上一次波动程度有关.当两个经纪人集团发生一次交易后,处于亏损方的经纪人集团有可能分化和翻转,分化和翻转的概率取决于经纪人集团的亏损程度和市场信念等因素.数值计算表明,该模型能较好地反映市场的经济行为和动力学特性. 展开更多
关键词 双重反馈 异类经纪人 herding模型 分化 翻转
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Network correlation between investor’s herding behavior and overconfidence behavior 被引量:2
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作者 Mao Zhang Yi-Ming Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第4期571-581,共11页
It is generally accepted that herding behavior and overconfidence behavior are unrelated or even mutually exclusive.However,these behaviors can both lead to some similar market anomalies,such as excessive trading volu... It is generally accepted that herding behavior and overconfidence behavior are unrelated or even mutually exclusive.However,these behaviors can both lead to some similar market anomalies,such as excessive trading volume and volatility in the stock market.Due to the limitation of traditional time series analysis,we try to study whether there exists network relevance between the investor’s herding behavior and overconfidence behavior based on the complex network method.Since the investor’s herding behavior is based on market trends and overconfidence behavior is based on past performance,we convert the time series data of market trends into a market network and the time series data of the investor’s past judgments into an investor network.Then,we update these networks as new information arrives at the market and show the weighted in-degrees of the nodes in the market network and the investor network can represent the herding degree and the confidence degree of the investor,respectively.Using stock transaction data of Microsoft,US S&P 500 stock index,and China Hushen 300 stock index,we update the two networks and find that there exists a high similarity of network topological properties and a significant correlation of node parameter sequences between the market network and the investor network.Finally,we theoretically derive and conclude that the investor’s herding degree and confidence degree are highly related to each other when there is a clear market trend. 展开更多
关键词 complex NETWORK time series herding BEHAVIOR OVERCONFIDENCE BEHAVIOR
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Herding behavior in Ramadan and financial crises: the case of the Pakistani stock market 被引量:2
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作者 Imran Yousaf Shoaib Ali Syed Zulfiqar Ali Shah 《Financial Innovation》 2018年第1期242-255,共14页
This study examines herding behavior in the Pakistani Stock Market under different market conditions,focusing on the Ramadan effect and Crisis period by using data from 2004 to 2014.Two regression models of Christie a... This study examines herding behavior in the Pakistani Stock Market under different market conditions,focusing on the Ramadan effect and Crisis period by using data from 2004 to 2014.Two regression models of Christie and Huang(Financ Analysts J 51:31-37,1995)and Chang et al.,(J Bank Finance 24:1651-1679,2000)are used for herding estimations.Results based on daily stock data reveal that there is an absence of herding behavior during rising(up)and falling(down)market as well as during high and low volatility in market.While herding behavior is detected during low trading volume days.Yearly analysis shows that herding existed during 2005,2006 and 2007,while it is not evident during rest of the period.However,herding behavior is not detected during Ramadan.Furthermore,during financial crisis of 2007-08,Pakistani Stock Market exhibits herding behavior due to higher uncertainty and information asymmetry. 展开更多
关键词 herding behavior Financial crisis Ramadan effect Stock markets
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Speculative bubbles and herding in cryptocurrencies 被引量:1
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作者 Ozkan Haykir Ibrahim Yag 《Financial Innovation》 2022年第1期2137-2169,共33页
This study investigates speculative bubbles in the cryptocurrency market and factors affecting bubbles during the COVID-19 pandemic.Our results indicate that each cryptocurrency covered in the study presented bubbles.... This study investigates speculative bubbles in the cryptocurrency market and factors affecting bubbles during the COVID-19 pandemic.Our results indicate that each cryptocurrency covered in the study presented bubbles.Moreover,we found that explosive behavior in one currency leads to explosivity in other cryptocurrencies.During the pandemic,herd behavior was evident among investors;however,this diminishes during bubbles,indicating that bubbles are not explained by herd behavior.Regarding cryptocurrency and market-specific factors,we found that Google Trends and volume are positively associated with predicting speculative bubbles in time-series and panel probit regressions.Hence,investors should exercise caution when investing in cryptocurrencies and follow both crypto currency and market-related factors to estimate bubbles.Alternative liquidity,volatility,and Google Trends measures are used for robustness analysis and yield similar results.Overall,our results suggest that bubble behavior is common in the cryptocurrency market,contradicting the efficient market hypothesis. 展开更多
关键词 Cryptocurrency BUBBLES Co-explosivity herding COVID-19 pandemic
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The witching week of herding on bitcoin exchanges
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作者 N.Blasco P.Corredor N.Satrústegui 《Financial Innovation》 2022年第1期752-769,共18页
This paper analyses the herding behaviour among exchanges around the expiration of bitcoin futures traded on the Chicago Mercantile Exchange(CME).The database extends from December 2017 to October 2020,taking as a ref... This paper analyses the herding behaviour among exchanges around the expiration of bitcoin futures traded on the Chicago Mercantile Exchange(CME).The database extends from December 2017 to October 2020,taking as a reference the main exchanges that trade bitcoin(Binance,Bitfinex,Bitstamp,Coinbase,itBit,Kraken,and Gemini)and using hourly closing prices and trading volumes in bitcoin and US dollars.Adapting the proposal of Chang,Cheng and Khorana(2000)(CCK)to test conditional herding,we obtain results that indicate that the herding effect is significant during the week before expiration.After expiration,the herding effect lasts for a few hours and disappears.Information overload originating,among other causes,from sophisticated investors’strategies may generate this mimetic behaviour.The results show the relevance of intraday data applied to specific events such as expiration since the unconditional analysis shows,in general,anti-herding behaviour throughout the period of study. 展开更多
关键词 herding Expiration effect Bitcoin FUTURES EXCHANGES Intraday data
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Agents’ Behavior in Market Bubbles: Herding and Information Effects
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作者 PabloMarcosPrieto JavierPerote 《Economics World》 2017年第1期44-51,共8页
This paper explores some behavioral factors that may explain the formation of speculative bubbles in financial markets. The study adopts an experimental approach focused on the agents’ behavior when facing a “true... This paper explores some behavioral factors that may explain the formation of speculative bubbles in financial markets. The study adopts an experimental approach focused on the agents’ behavior when facing a “true” bubble and is incentivized to herd and/or receive information about the market sentiment. For this purpose, a straightforward laboratory experiment that reproduces the dotcom market bubble and asks subjects to forecast asset prices in a true dynamic information scenario. The experiment was conducted in the laboratory of the Faculty of Economics at the University of Salamanca and involved 137 undergraduate students in the degree of economics. The results show that incentives to the herding behavior increase the forecasted volatility and thus contribute to the bubble inflation. Nevertheless, this effect may be offset by giving information to the agents about the expected market trend. Therefore, under herding effects, it is the absence of clear signals about market sentiments what inflates the bubble. 展开更多
关键词 dotcom bubble laboratory experiment behavioral finance herding market sentiment market volatility random effects model
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How Herding Behavior Affects Our lives——A Double-Edged Sword
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作者 Rui Xu 《Journal of Finance Research》 2017年第1期19-21,共3页
Herding behavior is an important part of behavioral finance study. In this paper, I focus on the literature reviews of herding behavior along the timeline and explore how it affects our lives. Herding is a double-edge... Herding behavior is an important part of behavioral finance study. In this paper, I focus on the literature reviews of herding behavior along the timeline and explore how it affects our lives. Herding is a double-edged sword with various impacts. I conclude three possible explanations for herding actions based on regret aversion bias, group mind theory and Emergent Norms Theory. The historical evidence on social and economic impact including asset price bubbles, subprime crisis is presented. Although these negative impacts are serious, herding can improve decision-making for people who are less likely to be biased by regret. Herding may also accelerate society's development if we choose the right leader. Finally I would discuss several measures to ease the negative effect of herding behavior. 展开更多
关键词 BEHAVIORAL FINANCE herding Economic impact
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Volatility and Dynamic Herding in Energy Sector of Developed Markets During COVID-19:A Markov Regime-Switching Approach
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作者 Zuee Javaira Najam Us Sahar +1 位作者 Syed Danial Hashmi Iram Naz 《Fudan Journal of the Humanities and Social Sciences》 2024年第1期115-138,共24页
This study examines a novel relationship between volatility and dynamic herding behavior during COVID-19 by examining the relationship of oil market volatility,Global volatility and Infectious disease equity market vo... This study examines a novel relationship between volatility and dynamic herding behavior during COVID-19 by examining the relationship of oil market volatility,Global volatility and Infectious disease equity market volatility with time-varying herding behavior in energy stock of Developed markets.Using country level data,this study observes that market switch between anti-herding to herding state during pandemic and all three volatility measures have significant impact on dynamic herding state under high dispersion regime.However,in low dispersion regime only global volatility has significant impact on time-varying herding behavior.This study suggests that the level of speculation in energy sector affect investor behavior;therefore,policy makers should monitor and model possible signals related to health crisis that can be transformed in to financial market crisis. 展开更多
关键词 herding Energy sector COVID-19 VOLATILITY Markov regime approach
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相互作用herding模型:记忆与遗忘 被引量:6
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作者 董林荣 《物理学报》 SCIE EI CAS CSCD 北大核心 2006年第8期4046-4050,共5页
相互作用herding模型仅考虑上一事件对当前经济活动的影响,实际经济活动中经纪人对过去的经济活动是具有深度记忆的,过去各个事件对当前经济活动都应该有影响,但是由于遗忘,它们的影响又各不相同.具有长程记忆的相互作用herding模型认... 相互作用herding模型仅考虑上一事件对当前经济活动的影响,实际经济活动中经纪人对过去的经济活动是具有深度记忆的,过去各个事件对当前经济活动都应该有影响,但是由于遗忘,它们的影响又各不相同.具有长程记忆的相互作用herding模型认为过去各个事件对当前经济活动的影响随时间是呈指数衰退的,它不仅体现经纪人对历史具有深度的记忆能力,同时也反映出人的遗忘本性.数值计算表明,该模型不仅能重现相互作用herding模型的动力学特性,并且较好地反映真实的经济行为. 展开更多
关键词 记忆 遗忘 相互作用herding模型 指数衰退
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Motivations for Loan Herding by Chinese Banks and Its Impact on Bank Performance 被引量:1
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作者 Hao Fang Yen-Hsien Lee +1 位作者 Chung-Hua Shen Chien-Ping Chung 《China & World Economy》 SCIE 2019年第4期29-52,共24页
This study uses a dynamic herding model that considers intertemporal and crosssectional correlation to confirm that loan herding occurs among joint-stock commercial banks (JSCBs) and city commercial banks (CCBs). We c... This study uses a dynamic herding model that considers intertemporal and crosssectional correlation to confirm that loan herding occurs among joint-stock commercial banks (JSCBs) and city commercial banks (CCBs). We clarify the motivations for bank loan herding. We find that loan herding by both JSCBs and CCBs results more from following the behavior of other same-type banks than different-type banks because of characteristic herding or reputational concerns. Loan herding by JSCBs is motivated by investigative herding, whereas loan herding by CCBs results from informational cascades. Moreover, loan herding has a significantly harmful impact on the operating performance of CCBs but not JSCBs, which may be explained by the irrational behavior of CCBs. Our results will help Chinese bank supervisors develop appropriate policies for handling loan herding. 展开更多
关键词 financial CRISIS IRRATIONAL herding LOAN herding
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Effects of herding behavior of tradable green certificate market players on market efficiency:insights from heterogeneous agent model
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作者 Yi ZUO Xingang ZHAO 《Frontiers in Energy》 SCIE CSCD 2023年第2期266-285,共20页
Tradable green certificate(TGC)scheme promotes the development of renewable energy industry which currently has a dual effect on economy and environment.TGC market efficiency is reflected in stimulating renewable ener... Tradable green certificate(TGC)scheme promotes the development of renewable energy industry which currently has a dual effect on economy and environment.TGC market efficiency is reflected in stimulating renewable energy investment,but may be reduced by the herding behavior of market players.This paper proposes and simulates an artificial TGC market model which contains heterogeneous agents,communication structure,and regulatory rules to explore the characteristics of herding behavior and its effects on market efficiency.The results show that the evolution of herding behavior reduces information asymmetry and improves market efficiency,especially when the borrowing is allowed.In addition,the fundamental strategy is diffused by herding evolution,but TGC market efficiency may be remarkably reduced by herding with borrowing mechanism.Moreover,the herding behavior may evolve to an equilibrium where the revenue of market players is comparable,thus the fairness in TGC market is improved. 展开更多
关键词 tradable green certificate herding behavior EVOLUTION heterogeneous agent model complex network
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Stability-aware Energy Efficient Clustering Protocol in WSN using Opposition-based Elephant Herding Optimisation
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作者 Y.Alekya Rani E.Sreenivasa Redd 《Journal of Control and Decision》 EI 2022年第2期202-217,共16页
The main intent of this paper is to implement the stability-aware energy-efficient clustering protocol in WSN.This paper plans to derive a multi-objective function with the constraints like energy,distance,delay,stabi... The main intent of this paper is to implement the stability-aware energy-efficient clustering protocol in WSN.This paper plans to derive a multi-objective function with the constraints like energy,distance,delay,stability period,and intents to attain the objective by developing a new well-performing meta-heuristic algorithm called Opposition-based Elephant Herding Optimisa-tion(O-EHO).The objective function diminishes the energy consumption of sensor nodes by optimum selection of cluster heads that leads to maintain the energy balance between the nor-mal nodes.In this way,there is a remarkable enhancement in the performance parameters such as throughput,stability period,and network lifetime.It is proved that the network lifetime is enhanced by the stability period and thus it is considered as the most significant parameter.The experimental analysis proves the competitive performance of the proposed model over other heuristic methods. 展开更多
关键词 Wireless sensor network network stability energy DELAY clustering cluster head selection fitness updated elephant herding optimisation multi-objective function
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Waiting and following: Within-industry herding behavior in annual report disclosure
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作者 Shijiao Cao Jianqiong Wang 《China Journal of Accounting Research》 2021年第3期295-314,共20页
Using the unique scheduled disclosure system for annual reports in China’s stock market,we examine within-industry herding behavior in annual report timing.The results reveal the waiting and following behavior strate... Using the unique scheduled disclosure system for annual reports in China’s stock market,we examine within-industry herding behavior in annual report timing.The results reveal the waiting and following behavior strategies used in the annual reporting process within industry.Firms that originally schedule an early(late)disclosure date within their industry are more likely to reschedule to a later(earlier)date.Informational pressure is the dominant mechanism underlying herding in annual reporting,and capital market reputation incentives mainly induce the herding of bad news.Further analysis shows that delaying disclosure via the waiting strategy reduces the future occurrence of restatements,whereas bringing forward disclosure does not change the propensity of future restatements.Overall,we enrich the limited empirical studies on sequential mandatory disclosure decisions within industry. 展开更多
关键词 Financial disclosure Annual report Disclosure timing herding behavior Informational pressure Scheduled disclosure system
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A miracle on Santa Bárbara Island
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作者 谭婷 《疯狂英语(新读写)》 2025年第8期50-51,78,共3页
Activity 1 Think about the following questions and write down your answers before reading the text.1.What are some possible ways animals can survive without access to fresh water sources?2.What other factors besides w... Activity 1 Think about the following questions and write down your answers before reading the text.1.What are some possible ways animals can survive without access to fresh water sources?2.What other factors besides water could contribute to the thriving(茁壮成长)of a herd of goats on an isolated island? 展开更多
关键词 isolated island thriving factors SURVIVAL fresh water herd goats THINK
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Sero-Prevalence of Peste des Petits Ruminants Virus Antibodies in Sudanese Sheep and Goats before and after Vaccination
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作者 Omer Algezoli Selma Kamal +8 位作者 Yazeed Raouf Alamin Mozdalifa Hiba Ali Mohamed Aljameel Salih Sir Elkhatim Sulieman Ahmed Ibtesam Fadul Elsied Tageldin Nour Mohamed Abdalla 《Journal of Biosciences and Medicines》 2025年第1期21-40,共20页
Peste des petits ruminants virus (PPRV) antibodies were studied in Sudanese sheep and goats (n = 855) before and after vaccination with a locally produced Nigeria 75/1 vaccine using a commercial competitive ELISA (cEL... Peste des petits ruminants virus (PPRV) antibodies were studied in Sudanese sheep and goats (n = 855) before and after vaccination with a locally produced Nigeria 75/1 vaccine using a commercial competitive ELISA (cELISA) kit. Animals were kept healthy under field conditions, in four states: Blue Nile (n = 250), North Kordofan (n = 189), South Darfur (n = 225) and the Northern State (n = 191). Before vaccination, the overall sero-prevalence of PPRV antibodies was 54.6% (53.2% - 56%, 95% CI);high (64.8% - 76.4%, 95% CI) in Blue Nile State, medium (50.5% - 61.9%, 95% CI) in North Kordofan State and South Darfur State and low (28.6% - 35.2% 95%, CI) in Northern State. In high-risk areas (high sero-prevalence), Blue Nile (70.4%) and North Kordofan (57.7%), middle age groups (7 - 12 and 13 - 18 months) were identified as high-risk age. Middle age groups showed lower sero-prevalence than preceding (3 - 6 months) and subsequent (>18 months) age groups while the risk of exposure increased with age. Current and previous findings suggested a transmission pathway of PPRV involving the South Eastern border (Blue Nile) and neighbouring Central Sudan to North Kordofan. One month after vaccination 88.4% (343/388) of sero-negative animals were sero-converted suggesting the efficacy of the locally produced Nigeria 75/1 vaccine. Even if only individuals in the high-risk age group (7 - 18 months) were vaccinated, the overall population immunity (OPI) in high-risk areas (the Blue Nile and North Kordofan) would have surpassed the threshold of 70%, which is indicated for blocking PPRV transmission. However, lower vaccination coverage is expected in wider vaccination programmes. These findings primarily justified the targeting of PPR control in Sudan through the vaccination of high-risk age groups in high-risk areas. 展开更多
关键词 Peste des Petits Ruminants (PPR) Vaccination Efficacy SEROPREVALENCE Herd Immunity High-Risk Area
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Design of a silicon charge detector readout system for beam test
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作者 Xuan Liu Dong-Yu Wang +6 位作者 Wen-Xi Peng Rui Qiao Meng-Long Wu Ming Huang Ya-Qing Liu Dong-Ya Guo Ke Gong 《Nuclear Science and Techniques》 2025年第7期53-63,共11页
The high-energy cosmic radiation detector(HERD)is a planned experimental instrument at the Chinese Space Station.The silicon charge detector(SCD),a subdetector in HERD,is used to detect cosmic-ray nuclei with a high c... The high-energy cosmic radiation detector(HERD)is a planned experimental instrument at the Chinese Space Station.The silicon charge detector(SCD),a subdetector in HERD,is used to detect cosmic-ray nuclei with a high charge resolution.In this study,we present a compact readout electronic system for the SCD that is designed for the HERD heavy-ion beam test.It comprises front-end readout electronics with 200 input channels as well as data acquisition and data management electronics.The test results showed that the SCD readout system had low noise with a silicon-strip detector connected.The dynamic range could be extended from 200 to 1200 fC,and the cosmic-ray test was performed as expected. 展开更多
关键词 HERD Silicon charge detector Readout electronics
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