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一种新的P2P系统中基于双ratings的声誉管理机制 被引量:12
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作者 金瑜 古志民 班志杰 《计算机研究与发展》 EI CSCD 北大核心 2008年第6期942-950,共9页
声誉系统的效率取决于回馈的质量,现有P2P系统中的声誉模型不能处理合谋、不递交ratings等攻击,并且对无过失节点还存在不公平性.针对这些问题,提出了一个新的基于双ratings的声誉管理机制.采用两个度量来评价节点:服务信任和回馈信任.... 声誉系统的效率取决于回馈的质量,现有P2P系统中的声誉模型不能处理合谋、不递交ratings等攻击,并且对无过失节点还存在不公平性.针对这些问题,提出了一个新的基于双ratings的声誉管理机制.采用两个度量来评价节点:服务信任和回馈信任.服务信任反映server提供服务的可靠性;回馈信任反映consumer汇报ratings的可信度.一次交易后,要求服务双方都递交ratings,依据这两个ratings对server的服务信任和consumer的回馈信任进行更新,并且server的服务信任更新与consumer的回馈信任紧密相关.为了防止恶意节点反复实施恶意行为或不递交rating,还提出了一个惩罚机制,作为对声誉模型的补充.仿真表明,提出的声誉管理机制能够抵制上述恶意攻击,减少不公平性. 展开更多
关键词 P2P系统 信任 声誉 ratings 安全
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Red Ratings for Loess-Paleosol Sequences on China’s Loess Plateau and Their Paleo-Climatic Implications 被引量:5
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作者 HUXue-Feng LUHua-Yu +2 位作者 XUQi DONGLi-Jing HUXing 《Pedosphere》 SCIE CAS CSCD 2004年第4期433-440,共8页
Comparisons of red ratings (RR) with Fe_d, Fe_d/Fet, clay content, andmagnetic susceptibility (x) of two loess-paleosol sequences at Luochuan and Lingtai on China's LoessPlateau were conducted to study the possibl... Comparisons of red ratings (RR) with Fe_d, Fe_d/Fet, clay content, andmagnetic susceptibility (x) of two loess-paleosol sequences at Luochuan and Lingtai on China's LoessPlateau were conducted to study the possible relationship between RR and pedogenic degrees of thetwo loess-paleosol sequences, and to discuss whether the RR could become new paleo-climaticindicators. Results showed that the RR of the two loess-paleosol sequences had positive, highlysignificant (P < 0.01) correlations with: 1) citrate-bicarbonate-dithionite (CBD) extracted iron(Fe_d), 2) ratios of CBD extracted iron to total iron (Fe_d/Fet), 3) clay (< 2 mum), and 4) magneticsusceptibility (x). This suggested that the RR of these loess-paleosol sequences could indicatedegreesof loess weathering and pedogenesis and were potential paleo-climatic proxies. The strongcorrelations of RR to Fe_d and x also implied that during pedogenic processes, pedogenic hematite inloess and paleosols were closely related to the amount of total secondary iron oxides and pedogenicferrimagnetic minerals (predominantly maghemite). 展开更多
关键词 HEMATITE loess-paleosol sequences Loess Plateau magnetic susceptibility red ratings
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Regression Modeling of Individual-Patient Correlated Discrete Outcomes with Applications to Cancer Pain Ratings 被引量:1
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作者 George J. Knafl Salimah H. Meghani 《Open Journal of Statistics》 2022年第4期456-485,共30页
Purpose: To formulate and demonstrate methods for regression modeling of probabilities and dispersions for individual-patient longitudinal outcomes taking on discrete numeric values. Methods: Three alternatives for mo... Purpose: To formulate and demonstrate methods for regression modeling of probabilities and dispersions for individual-patient longitudinal outcomes taking on discrete numeric values. Methods: Three alternatives for modeling of outcome probabilities are considered. Multinomial probabilities are based on different intercepts and slopes for probabilities of different outcome values. Ordinal probabilities are based on different intercepts and the same slope for probabilities of different outcome values. Censored Poisson probabilities are based on the same intercept and slope for probabilities of different outcome values. Parameters are estimated with extended linear mixed modeling maximizing a likelihood-like function based on the multivariate normal density that accounts for within-patient correlation. Formulas are provided for gradient vectors and Hessian matrices for estimating model parameters. The likelihood-like function is also used to compute cross-validation scores for alternative models and to control an adaptive modeling process for identifying possibly nonlinear functional relationships in predictors for probabilities and dispersions. Example analyses are provided of daily pain ratings for a cancer patient over a period of 97 days. Results: The censored Poisson approach is preferable for modeling these data, and presumably other data sets of this kind, because it generates a competitive model with fewer parameters in less time than the other two approaches. The generated probabilities for this model are distinctly nonlinear in time while the dispersions are distinctly nonconstant over time, demonstrating the need for adaptive modeling of such data. The analyses also address the dependence of these daily pain ratings on time and the daily numbers of pain flares. Probabilities and dispersions change differently over time for different numbers of pain flares. Conclusions: Adaptive modeling of daily pain ratings for individual cancer patients is an effective way to identify nonlinear relationships in time as well as in other predictors such as the number of pain flares. 展开更多
关键词 Cancer Pain ratings Discrete Regression Extended Linear Mixed Modeling Likelihood-Like Cross-Validation Nonlinear Moderation
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A critical evaluation of subjective ratings: Unacquainted observers can reliably assess certain personality traits
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作者 Matthew B.PETELLE Daniel T.BLUMSTEIN 《Current Zoology》 SCIE CAS CSCD 2014年第2期162-169,共8页
Methods to measure consistent individual differences in behavior (i.e. animal personality) fall into two categories, subjective ratings and behavioral codings. Ratings are seldom used despite being potentially more ... Methods to measure consistent individual differences in behavior (i.e. animal personality) fall into two categories, subjective ratings and behavioral codings. Ratings are seldom used despite being potentially more efficient than codings. One potential limitation for the use of ratings is that it is assumed that long-term observers or experts in the field are required to score individuals. This can be problematic in many cases, especially for long-term ecological studies where there is high turnover in personnel. We tested whether raters who were unacquainted with subjects could produce reliable and valid personality assessments of yellow-bellied marmots Marmota flaviventris. Two raters, previously unacquainted with individuals and marmot be- havior, scored 130 subjects on fifteen different adjectives in both open-field (OF) and mirror image stimulation (MIS) trials. Eight OF and nine MIS adjectives were reliable as indicated by both a high degree of intra-observer and inter-observer reliability. Additionally, some ratings were externally valid, correlating with behavioral codings. Our data suggest that activity/exploration and sociability can be a reliable and valid measurement of personality traits in studies where raters were unacquainted with subjects. These traits are observable with the personality tests we used; otherwise researchers using unacquainted raters should be cautious in the tests they employ [Current Zoology 60 (2): 162-169, 2014]. 展开更多
关键词 Animal personality Behavior codings MARMOTS Subjective ratings
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Measurement invariance of maternal ratings of ADHD symptoms across clinic referred children’s with and without ADHD
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作者 Rapson Gomez Alasdair Vance Vasileios Stavropoulos 《Advances in Developmental and Educational Psychology》 2019年第1期7-17,共11页
The study examined the measurement invariance (configural,metric,scalar,and error variances) and factor mean scores equivalencies of a modified version of the Strengths and Weaknesses of ADHDSymptoms and Normal Behavi... The study examined the measurement invariance (configural,metric,scalar,and error variances) and factor mean scores equivalencies of a modified version of the Strengths and Weaknesses of ADHDSymptoms and Normal Behavior Scale (SWAN-M) across ratings provided by mothers of clinic-referred children and adolescents,diagnosed with (N = 666) and without (N = 202) ADHD. Confirmatory factor analysis (CFA) of these ratings provided support for the bi-factor model of ADHD [orthogonal general and specific factors for inattention (IA) and hyperactivity/impulsivity (HI) symptoms]. Multiple-group confirmatory factor analysis (CFA) of the bi-factor model supported full measurement invariance. Findings also showed that for latent mean scores,the ADHD group had higher scores than the non-ADHD group for the ADHD general and IA specific factors. The findings indicate that observed scores (based on maternal ratings of the SWAN-M) are comparable,as they have the same measurement properties. The theoretical,psychometric and clinical implications of the findings are discussed. 展开更多
关键词 strengths and weaknesses of ADHD-Symptoms and Normal Behavior Scale factor structure MEASUREMENT INVARIANCE children and adolescents mother ratings
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The Impact of Credit Ratings on Financial Performance (ROA) and Value Creation (Tobin’s Q)
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作者 Nazário Augusto de Oliveira Leonardo Fernando Cruz Basso 《Chinese Business Review》 2023年第2期69-85,共17页
This study employs a bibliometric and systematic approach to examine the impact of credit ratings as a measure of financial performance for companies listed in the S&P 500 index.The study identified a knowledge ga... This study employs a bibliometric and systematic approach to examine the impact of credit ratings as a measure of financial performance for companies listed in the S&P 500 index.The study identified a knowledge gap as only two researches were found,one suggesting and another using credit ratings to measure financial performance.Most researches use leverage,profitability,liquidity,and Share Return measures to explain financial performance.The empirical analysis uses the data of 2,398 observations of 240 companies rated by S&P Global Ratings for the period 2009-2013,applying a Generalized Method of Moments(GMM)methodology to estimate the models due to its ability to address potential endogeneity issues.The study considers Return on Assets(ROA)and Tobin’s Q as dependent variables.It incorporates credit ratings(CRWLTA)along with variables such as Total Debt to Total Assets(TDTA),Total Shareholder Return(TSR),EBITDA Interest coverage(EBITDAICOV),Quick Ratio(QR),Altman’s Z-Score(AZS),as well as macroeconomic factors like Gross Domestic Product(GDP)growth,inflation(Consumer Price Index-CPI),and the Federal Reserve Interest Rate(FDRI)as independent variables.The study argues that credit ratings,which incorporate historical data and confidential information about companies’strategies,provide reliable forward-looking creditworthiness assessments to the market.It is supported by specialized rating agencies that employ their methodologies.However,the findings suggested that CRWLTA,had a negative relationship with Q Tobin,although it was not statistically significant,and a negative relationship with ROA that was on the verge of significance. 展开更多
关键词 credit ratings financial performance risk management
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Increased prevalence of parent ratings of ADHD symptoms among children with bilateral congenital cataracts 被引量:1
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作者 Zhuo-Ling Lin Duo-Ru Lin +10 位作者 Jing-Jing Chen Jing Li Xiao-Yan Li Li-Sha Wang Zhen-Zhen Liu Qian-Zhong Cao Chuan Chen Yi Zhu Wei-Rong Chen Yi-Zhi Liu Hao-Tian Lin 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2019年第8期1323-1329,共7页
AIM: To investigate the behavioral and psychological disorders and the prevalence of parent ratings of attention deficit hyperactivity disorder(ADHD) symptoms among children with bilateral congenital cataracts(CCs). M... AIM: To investigate the behavioral and psychological disorders and the prevalence of parent ratings of attention deficit hyperactivity disorder(ADHD) symptoms among children with bilateral congenital cataracts(CCs). METHODS: This cross-sectional study investigated children with bilateral CC aged 3-8 y(CC group) using Conners’ Parent Rating Scale-48(CPRS-48) from July to December 2016. The abnormal rates of psychological symptoms in CC children and normal vision(NV) children were compared using the Chi-square test. The scores of CC children were compared with those of NV children and the Chinese urban norm using the independent samples t-test and one-sample t-test, respectively. RESULTS: A total of 262 valid questionnaires were collected. The ratio of CC children to NV children was 119:143. The overall rate of psychological symptoms in CC children was 2.28 times higher than that in NV children(46.22% vs 20.28%, Pearson’s χ2=20.062;P<0.001). CC children showed higher scores for conduct problems, learning problems, impulsiveness/hyperactivity, anxiety, and hyperactivity index than NV children and the Chinese urban norm, particularly between the ages of 3 and 5 y. Furthermore, male children aged between 6 and 8 y showed a higher impulsive/hyperactive score than females of the same age(t=6.083, P<0.001). CONCLUSION: Children with bilateral CCs have a higher rate of ADHD symptoms than children with NV. This study provides clinical evidence that screening for psychological symptoms and particularly for ADHD symptoms in children with bilateral CC are recommended for an early diagnosis and timely treatment. 展开更多
关键词 attention DEFICIT HYPERACTIVITY disorder CONGENITAL CATARACT Conners’ PARENT Rating Scale-48
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Prediction of film ratings based on domain adaptive transfer learning
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作者 舒展 DUAN Yong 《High Technology Letters》 EI CAS 2023年第1期98-104,共7页
This paper examines the prediction of film ratings.Firstly,in the data feature engineering,feature construction is performed based on the original features of the film dataset.Secondly,the clustering algorithm is util... This paper examines the prediction of film ratings.Firstly,in the data feature engineering,feature construction is performed based on the original features of the film dataset.Secondly,the clustering algorithm is utilized to remove singular film samples,and feature selections are carried out.When solving the problem that film samples of the target domain are unlabelled,it is impossible to train a model and address the inconsistency in the feature dimension for film samples from the source domain.Therefore,the domain adaptive transfer learning model combined with dimensionality reduction algorithms is adopted in this paper.At the same time,in order to reduce the prediction error of models,the stacking ensemble learning model for regression is also used.Finally,through comparative experiments,the effectiveness of the proposed method is verified,which proves to be better predicting film ratings in the target domain. 展开更多
关键词 prediction of film rating domain adaptive transfer component analysis(TCA) correlation alignment(CORAL) stacking
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The Influence of Ratings on Choosing Accommodation
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作者 Reka Somlai 《Sociology Study》 2015年第4期282-290,共9页
Present research is inspired to study the effects and influences of customer ratings and reviews on choosing a hostel accommodation. The hostel industry is one of the fastest growing fields of tourism. Several studies... Present research is inspired to study the effects and influences of customer ratings and reviews on choosing a hostel accommodation. The hostel industry is one of the fastest growing fields of tourism. Several studies already exist about the influences of ratings, concentrating mainly on hotels. However, using the same results for hostels, might lead to false conclusions. Not only the natures of the two accommodations are different, so as the customers. Hostels target mainly youth travelers, which includes the age group from 20 to 35 years. Youth travelers, often called "Generation Y" have specific expectations, needs, and budget which indicate the importance of study at this field as well. The research studies the youth traveler's booking habits, expectations before arriving to the accommodation, how often they leave reviews and rate hostels, what is the most important aspect when they are choosing the establishment, importance of how high the rating is, whether they read the reviews before booking an accommodation, and what a hostel has to have to give them 100% rating and a good review. 展开更多
关键词 Hostel RATING REVIEW PRICE
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Rating disclosure analysis:compensation reform consequence on counteracting biased credit ratings
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作者 Kittiphod Charoontham Kessara Kanchanapoom +1 位作者 Nartraphee Tancho Jirawat Worakantak 《Journal of Management Analytics》 2024年第3期554-576,共23页
This study analyzes a compensation reform proposal designed to prevent inaccurate ratings produced by credit rating agencies(CRAs).Specifically,the CRA’s incentive to exert effort to observe the portfolio’s signal a... This study analyzes a compensation reform proposal designed to prevent inaccurate ratings produced by credit rating agencies(CRAs).Specifically,the CRA’s incentive to exert effort to observe the portfolio’s signal and adopt the rating disclosure policy is investigated under the rating-contingent and incentive-based contract.The issuer has a risky portfolio and solicits a rating from the CRA,which endogenously observes a signal and decides on a rating disclosure policy during the rating production process.The findings reveal that the CRA exerts no effort to observe a signal and inflate the rating under the rating contingent contract.Under the incentive-based contract,the CRA always exerts an optimal effort to observe a signal and adopt the full disclosure regime.Hence,the incentive-based contract better incentivizes the CRA to exert more effort to improve rating accuracy and implement the full disclosure policy than the rating contingent contract. 展开更多
关键词 rating contingent fee incentive-based fee inflated ratings deflated ratings
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8 × 10-Gb/s transmission system over 1500 km on G.652 fiber dispersion compensated by chirped fiber gratings 被引量:6
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作者 谭中伟 刘艳 +6 位作者 陈勇 曹继红 董小伟 马丽娜 常德远 宁提纲 简水生 《Chinese Optics Letters》 SCIE EI CAS CSCD 2005年第8期441-443,共3页
A low cost 8×10-Gb/s transmission system over 1500 km on conventional fiber using chirped fiber Bragg grating (CFBG) as dispersion compensator is demonstrated. The bit error rate (BER) below 10^-10 at 1500 km... A low cost 8×10-Gb/s transmission system over 1500 km on conventional fiber using chirped fiber Bragg grating (CFBG) as dispersion compensator is demonstrated. The bit error rate (BER) below 10^-10 at 1500 km is obtained. The channel spacing is 0.8 nm and the optical amplifier spacing is 100 km. Only 16 erbium-doped fiber amplifiers (EDFAs) are used. 展开更多
关键词 Bit error rate Electromagnetic dispersion ERBIUM Error compensation Fiber Bragg gratings Fiber lasers Fiber optics Optical communication Optical communication equipment
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Credit ratings of Chinese online loan platforms based on factor scores and K-means clustering algorithm 被引量:1
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作者 Rongda Chen Shengnan Wang +2 位作者 Zhenghao Zhu Jingjing Yu Chao Dang 《Journal of Management Science and Engineering》 CSCD 2023年第3期287-304,共18页
The rapid development of Chinese online loan platforms(OLPs),as well as their risks,has attracted widespread attention,increasing the demand for a complete credit rating mechanism.The present study establishes a credi... The rapid development of Chinese online loan platforms(OLPs),as well as their risks,has attracted widespread attention,increasing the demand for a complete credit rating mechanism.The present study establishes a credit rating indicator system for 130 mainstream Chinese OLPs that combines 12 quantitative metrics of online loan operations similar to commercial bank credit rating indicators,including platform transaction volume and average expected rate of return.We also consider two qualitative indicators of online loan background,namely platform background and guarantee mode,that reflect Chinese characteristics.Subsequently,a factor analysis was conducted to reduce the 14 indicators dimensions.The loads of the rating indicators in the resulting rotating component matrix were refined into an OLP operation scale factor,fund dispersion factor,security factor,and profitability factor.Finally,a K-means clustering algorithm was employed to cluster the factor scores of each OLP,thereby obtaining credit rating results.The empirical results indicate that the proposed machine learning-based credit rating method effectively provides early warnings of problem platforms,yielding more accurate credit ratings than those provided by two mainstream online loan rating websites in China,namely,Wangdaitianyan and Wangdaizhijia. 展开更多
关键词 Internet finance Online loan platform Credit ratings Machine learning
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Simultaneously compensating tunable CD and adaptive PMD using two different nonlinearly chirped fiber Bragg gratings
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作者 于丽 张晓光 +4 位作者 周光涛 刘玉敏 张建忠 席丽霞 杨伯君 《Chinese Optics Letters》 SCIE EI CAS CSCD 2004年第8期445-448,共4页
Experimental research of simultaneous tunable chromatic dispersion (CD) and adaptive polarization mode dispersion (PMD) compensations in optical fiber communication system was reported. Two different nonlinearly chirp... Experimental research of simultaneous tunable chromatic dispersion (CD) and adaptive polarization mode dispersion (PMD) compensations in optical fiber communication system was reported. Two different nonlinearly chirped fiber Bragg gratings fabricated through the equivalent chirp technology were adopted in the experiment. One of the gratings was used as CD compensator, with a tunable dispersion range from 300 to 600 ps/nm. The other made of photosensitive polarization maintaining fiber was used as a tunable delay line of PMD compensator, which provided a varying amount of differential group delay (DGD) from 40 to 110 ps. Our experiment was operated at 10-Gb/s non-return-to-zero (NRZ) system and the results showed that the eye pattern recovery is excellent after both PMD and CD are compensated. Especially, the power penalty at a bit error rate (BER) of 10-9 is about 1 dB. 展开更多
关键词 Bit error rate Electromagnetic dispersion Fiber Bragg gratings
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TVseer:A visual analytics system for television ratings
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作者 Xiaoyan Kui Huihao Lv +5 位作者 Zhengliang Tang Haowen Zhou Wang Yang Jinqiu Li Jialin Guo Jiazhi Xia 《Visual Informatics》 EI 2020年第3期1-11,共11页
The television ratings provide an effective way to analyze the popularity of TV programs and audiences’watching habits.Most previous studies have analyzed the ratings from a single perspective.Few efforts have integr... The television ratings provide an effective way to analyze the popularity of TV programs and audiences’watching habits.Most previous studies have analyzed the ratings from a single perspective.Few efforts have integrated analysis from different perspectives and explored the reasons for changes in ratings.In this paper,we design a visual analysis system called TVseer to analyze audience ratings from three perspectives:TV channels,TV programs,and audiences.The system can help users explore the factors that affect ratings,and assist them in decisions about program productions and schedules.There are six linked views in TVseer:the channel ratings view and program ratings view show ratings change information from the perspective of TV channels and programs respectively;the overlapping program competition view and the same-type program competition view indicate the competitive relationships among programs;the audience transfer view shows how audiences are moving among different channels;the audience group view displays audience groups based on their watching behavior.Besides,we also construct case studies and expert interviews to prove our system is useful and effective. 展开更多
关键词 Visualization in television ratings analysis Time series data Visual analytics
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Exosomes in stroke management:A promising paradigm shift in stroke therapy
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作者 Bo Wang Pinzhen Chen +1 位作者 Wenyan Li Zhi Chen 《Neural Regeneration Research》 2026年第1期6-22,共17页
Effective treatment methods for stroke,a common cerebrovascular disease with a high mortality rate,are still being sought.Exosome therapy,a form of acellular therapy,has demonstrated promising efficacy in various dise... Effective treatment methods for stroke,a common cerebrovascular disease with a high mortality rate,are still being sought.Exosome therapy,a form of acellular therapy,has demonstrated promising efficacy in various diseases in animal models;however,there is currently insufficient evidence to guide the clinical application of exosome in patients with stroke.This article reviews the progress of exosome applications in stroke treatment.It aims to elucidate the significant potential value of exosomes in stroke therapy and provide a reference for their clinical translation.At present,many studies on exosome-based therapies for stroke are actively underway.Regarding preclinical research,exosomes,as bioactive substances with diverse sources,currently favor stem cells as their origin.Due to their high plasticity,exosomes can be effectively modified through various physical,chemical,and genetic engineering methods to enhance their efficacy.In animal models of stroke,exosome therapy can reduce neuroinflammatory responses,alleviate oxidative stress damage,and inhibit programmed cell death.Additionally,exosomes can promote angiogenesis,repair and regenerate damaged white matter fiber bundles,and facilitate the migration and differentiation of neural stem cells,aiding the repair process.We also summarize new directions for the application of exosomes,specifically the exosome intervention through the ventricular-meningeal lymphatic system.The review findings suggest that the treatment paradigm for stroke is poised for transformation. 展开更多
关键词 angiogenesis animal model cerebrovascular disorder extracellular vesicle mortality rates neural stem cell NEUROINFLAMMATION oxidative stress programmed cell death therapy
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Changes in the Chinese Social Structure as Seenfrom Occupational Prestige Ratings and Job Preferences
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《Social Sciences in China》 2001年第2期62-76,共15页
关键词 Changes in the Chinese Social Structure as Seenfrom Occupational Prestige ratings and Job Preferences
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Seeking Universal Credit Ratings
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《Beijing Review》 2011年第32期10-11,共2页
Amid the EU’s ongoing sovereign debt crisis,the current international credit rating system has been accused of aggravating the world’s economic woes.Recently,Guan Jianzhong,Chairman of the Board and President of the... Amid the EU’s ongoing sovereign debt crisis,the current international credit rating system has been accused of aggravating the world’s economic woes.Recently,Guan Jianzhong,Chairman of the Board and President of the Beijing-based Dagong Global Credit Rating Co.Ltd.,spoke to Beijing Review reporter Yu Yan about reforms in the current international credit rating system and Dagong’s role.Dagong is the first non-Western rating agency to assess the world’s sovereign credit and risks. 展开更多
关键词 Seeking Universal Credit ratings
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Assessment of laryngologists'ratings on physician review websites
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作者 Meleeka Akbarpour Karen Tawk +3 位作者 Madelyn Frank Alizah S.Gomez Navid Mostaghni Mehdi Abouzari 《World Journal of Otorhinolaryngology-Head and Neck Surgery》 CAS CSCD 2024年第1期1-6,共6页
Objective:To assess and characterize online ratings and comments on laryngologists and determine factors that correlate with higher ratings.Methods:All the American Laryngological Association(ALA)members were queried ... Objective:To assess and characterize online ratings and comments on laryngologists and determine factors that correlate with higher ratings.Methods:All the American Laryngological Association(ALA)members were queried across several online platforms.Ratings were normalized for comparison on a five-point Likert scale.Ratings were categorized based on context and for positive/negative aspects.Results:Of the 331 ALA members,256(77%)were rated on at least one online platform.Across all platforms,the average overall rating was 4.39±0.61(range:1.00-5.00).Specific positive ratings including“bedside manners,”“diagnostic accuracy,”“adequate time spent with patient,”“appropriate follow-up,”and“physician timeliness”had significant positive correlations to overall ratings,by Pearson's correlation(P<0.001).Long wait times had significant negative correlations to overall ratings(P<0.001).Conclusion:Online ratings and comments for laryngologists are significantly influenced by patient perceptions of bedside manner,physician competence,and time spent with the patient. 展开更多
关键词 laryngologist online rating patient rating physician review WEBSITE
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Corporate Credit Ratings Based on Hierarchical Heterogeneous Graph Neural Networks
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作者 Bo-Jing Feng Xi Cheng +1 位作者 Hao-Nan Xu Wen-Fang Xue 《Machine Intelligence Research》 EI CSCD 2024年第2期257-271,共15页
order to help investors understand the credit status of target corporations and reduce investment risks,the corporate credit rating model has become an important evaluation tool in the financial market.These models ar... order to help investors understand the credit status of target corporations and reduce investment risks,the corporate credit rating model has become an important evaluation tool in the financial market.These models are based on statistical learning,machine learning and deep learning especially graph neural networks(GNNs).However,we found that only few models take the hierarchy,heterogeneity or unlabeled data into account in the actual corporate credit rating process.Therefore,we propose a novel framework named hierarchical heterogeneous graph neural networks(HHGNN),which can fully model the hierarchy of corporate features and the heterogeneity of relationships between corporations.In addition,we design an adversarial learning block to make full use of the rich unlabeled samples in the financial data.Extensive experiments conducted on the public-listed corporate rating dataset prove that HHGNN achieves SOTA compared to the baseline methods. 展开更多
关键词 Corporate credit rating hierarchical relation heterogeneous graph neural networks adversarial learning
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