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Facilitating transparency in spinal cord injury studies using data standards and ontologies 被引量:4
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作者 Vance P.Lemmon Saminda Abeyruwan +1 位作者 Ubbo Visser John L.Bixby 《Neural Regeneration Research》 SCIE CAS CSCD 2014年第1期6-7,共2页
Progress in developing robust therapies for spinal cord injury (SCI), trau- matic brain injury (TBI) and peripheral nerve injury has been slow. A great deal has been learned over the past 30 years regarding both t... Progress in developing robust therapies for spinal cord injury (SCI), trau- matic brain injury (TBI) and peripheral nerve injury has been slow. A great deal has been learned over the past 30 years regarding both the intrinsic factors and the environmental factors that regulate axon growth, but this large body of information has not yet resulted in clinically available thera- peutics. This therapeutic bottleneck has many root causes, but a consensus is emerging that one contributing factor is a lack of standards for experi- mental design and reporting. The absence of reporting standards, and even of commonly accepted definitions of key words, also make data mining and bioinformatics analysis of neural plasticity and regeneration difficult, if not impossible. This short review will consider relevant background and poten- tial solutions to this problem in the axon regeneration domain. 展开更多
关键词 data Facilitating transparency in spinal cord injury studies using data standards and ontologies SCI
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Commentary on:“Facilitating transparency in spinal cord injury studies using data standards and ontologies” 被引量:2
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作者 Diane M.Snow 《Neural Regeneration Research》 SCIE CAS CSCD 2014年第1期8-9,共2页
Commentary Most would agree that providing comprehensive detail in scientific reporting is critical for the development of mean- ingful therapies and treatments for diseases. Such stellar practices 1) allow for repro... Commentary Most would agree that providing comprehensive detail in scientific reporting is critical for the development of mean- ingful therapies and treatments for diseases. Such stellar practices 1) allow for reproduction of experiments to con- firm results, 2) promote thorough analyses of data, and 3) foster the incremental advancement of valid approaches. Unfortunately, most would also agree we have far to go to reach this vital goal (Hackam and Redelmeier, 2006; Prinz et al., 2011; Baker et al., 2014). 展开更多
关键词 data Commentary on Facilitating transparency in spinal cord injury studies using data standards and ontologies SCI
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The applications of Bayesian models in real-world studies of traditional Chinese medicine:a primer 被引量:1
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作者 Jing-Bo Zhai Jiang Li Jing Chen 《Traditional Medicine Research》 2017年第2期88-93,共6页
Real-world study is valuable for traditional Chinese medicine.However,there are no gold standards of statistical approaches for analyzing data from real-world study of traditional Chinese medicine.With the development... Real-world study is valuable for traditional Chinese medicine.However,there are no gold standards of statistical approaches for analyzing data from real-world study of traditional Chinese medicine.With the development of computer technology,researchers have increasingly paid attention to Bayesian statistics in the biomedical field.In present study,real-world study and Bayesian statistics were introduced.It was discussed that why and when to use Bayesian analysis and the challenge in the real-world study of traditional Chinese medicine. 展开更多
关键词 Traditional Chinese medicine real-world study Bayesian models
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Utilization of Real-World Data in Drug Development
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作者 Lu Hao 《Proceedings of Anticancer Research》 2024年第3期109-114,共6页
With the rapid development of modern science and technology, traditional randomized controlled trials have become insufficient to meet current scientific research needs, particularly in the field of clinical research.... With the rapid development of modern science and technology, traditional randomized controlled trials have become insufficient to meet current scientific research needs, particularly in the field of clinical research. The emergence of real-world data studies, which align more closely with actual clinical evidence, has garnered significant attention in recent years. The following is a brief overview of the specific utilization of real-world data in drug development, which often involves large sample sizes and analyses covering a relatively diverse population without strict inclusion and exclusion criteria. Real-world data often reflects real clinical practice: treatment options are chosen according to the actual conditions and willingness of patients rather than through random assignment. Analysis based on real-world data also focuses on endpoints highly relevant to clinical benefits and the quality of life of patients. The booming big data technology supports the utilization of real-world data to accelerate new drug development, serving as an important supplement to traditional clinical trials. 展开更多
关键词 real-world data Drug development data mining
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Determination of Causal Effect in Observational Studies: Analysis of Correlated Data with Binary End-Points 被引量:1
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作者 Maupi Eric Letsoalo Maseka Lesaoana 《Journal of Mathematics and System Science》 2012年第2期119-125,共7页
Identifying the causal impact of' some intervention challenging when one is faced with correlated binary end-points in observational studies is a challenging task, and it is even more The statistical literature on an... Identifying the causal impact of' some intervention challenging when one is faced with correlated binary end-points in observational studies is a challenging task, and it is even more The statistical literature on analyzing such data is well documented. Dependence between observations from the same study subject in correlated data renders invalid the usual chi-square tests of independence and inflates the variance ofparameter estimates. Disaggregated approaches such as hierarchical linear models which are able to adjust for individual level covariate:s are favoured in the analysis of such data, thereby gaining power over aggregated and individual-level analyses. In this article the authors, therefore, address the issue of analyzing correlated data with dichotomous end-points by using hierarchical logistic regression, a generalization of the standard logistic regression model for independent outcomes. 展开更多
关键词 Correlated data observational studies counterfactual problem hierarchical models group randomization treatment effect.
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Inorganic Crystal Structure Data to be Presented in a Form More Useful for Further Studies
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作者 胡盛志 Erwin PARTHé 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2004年第10期1150-1160,共11页
To make inorganic structure data more useful for further studies a five-point list of simple procedures to be followed by authors of crystal structure papers is proposed. 1. A crystal structure should be described wit... To make inorganic structure data more useful for further studies a five-point list of simple procedures to be followed by authors of crystal structure papers is proposed. 1. A crystal structure should be described with the space group corresponding to its true symmetry. 2. A new structure proposal should be tested, if it is realistic in principle. 3. A structure should be described with a space group in a setting given in the International Tables. 4. For a comparison with other structures the structure data should be standardized with the program STRUCTURE TIDY. 5. 揘ew?structure data should be checked in the databases, Chemical Abstracts or on-line internet resources, if they are really new. The list is supplemented with many explanations, commentaries, examples and references. 展开更多
关键词 inorganic crystal structures standardization of structure data comparative crystal structure studies
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Meta-analysis with zero-event studies:a comparative study with application to COVID-19 data
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作者 Jia-Jin Wei En-Xuan Lin +4 位作者 Jian-Dong Shi Ke Yang Zong-Liang Hu Xian-Tao Zeng Tie-Jun Tong 《Military Medical Research》 SCIE CSCD 2022年第1期126-137,共12页
Background:Meta-analysis is a statistical method to synthesize evidence from a number of independent studies,including those from clinical studies with binary outcomes.In practice,when there are zero events in one or ... Background:Meta-analysis is a statistical method to synthesize evidence from a number of independent studies,including those from clinical studies with binary outcomes.In practice,when there are zero events in one or both groups,it may cause statistical problems in the subsequent analysis.Methods:In this paper,by considering the relative risk as the effect size,we conduct a comparative study that consists of four continuity correction methods and another state-of-the-art method without the continuity correction,namely the generalized linear mixed models(GLMMs).To further advance the literature,we also introduce a new method of the continuity correction for estimating the relative risk.Results:From the simulation studies,the new method performs well in terms of mean squared error when there are few studies.In contrast,the generalized linear mixed model performs the best when the number of studies is large.In addition,by reanalyzing recent coronavirus disease 2019(COVID-19)data,it is evident that the double-zero-event studies impact the estimate of the mean effect size.Conclusions:We recommend the new method to handle the zero-event studies when there are few studies in a meta-analysis,or instead use the GLMM when the number of studies is large.The double-zero-event studies may be informative,and so we suggest not excluding them. 展开更多
关键词 Continuity correction Coronavirus disease 2019 data META-ANALYSIS Relative risk Zero-event studies
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On the Combination of “The Textual Research on Historical Documents” and “The Comparative Study of Historical Data” —— and a Discussion on “The Law of Quan-ma and Gui-mei” in Chinese Language Studies
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作者 Lu Guoyao 《宏观语言学》 2007年第1期46-59,共14页
In Chinese language studies, both “The Textual Research on Historical Documents” and “The Comparative Study of Historical Data” are traditional in methodology and they both deserve being treasured, passed on, and ... In Chinese language studies, both “The Textual Research on Historical Documents” and “The Comparative Study of Historical Data” are traditional in methodology and they both deserve being treasured, passed on, and further developed. It will certainly do harm to the development of academic research if any of the two methods is given unreasonable priority. The author claims that the best or one of the best methodologies of the historical study of Chinese language is the combination of the two, hence a new interpretation of “The Double-proof Method”. Meanwhile, this essay is also an attempt to put forward “The Law of Quan-ma and Gui-mei” in Chinese language studies, in which the author believes that it is not advisable to either treat Gui-mei as Quan-ma or vice versa in linguistic research. It is crucial for us to respect always the language facts first, which is considered the very soul of linguistics. 展开更多
关键词 the history of Chinese language methodology The Textual Research on HISTORICAL Documents The Comparative Study of HISTORICAL data Double-proof method the LAW of Quan-ma and Gui-mei
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Research on Retrospective Studies of Real-World Study and Its Selection Bias
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作者 Wang Chuang 《Asian Journal of Social Pharmacy》 2021年第3期250-255,共6页
Objective To provide references for improving the authenticity and reliability of the retrospective study results,thus improving the quality of evidence in the real world and strengthening drug supervision and decisio... Objective To provide references for improving the authenticity and reliability of the retrospective study results,thus improving the quality of evidence in the real world and strengthening drug supervision and decision-making.Methods Literature review was used to study the data sources,the characteristics of retrospective research,the sources and the corrections of selective bias in the real world.Results and Conclusion The biases in retrospective study mainly come from admission rate bias,patient rate bias,survivors bias,health user bias and symptom bias. 展开更多
关键词 retrospective studies selection bias real-world study
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A Survey of English Translation Studies of Lu You’s Poetry Based on the Data Analysis of Domestic Academic Journals (2001-2022)
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作者 Dongfang Chen Jiesen Ma 《Open Journal of Applied Sciences》 2023年第6期847-857,共11页
This article presents a comprehensive analysis of the current state of research on the English translation of Lu You’s poetry, utilizing a data sample comprising research papers published in the CNKI Full-text Databa... This article presents a comprehensive analysis of the current state of research on the English translation of Lu You’s poetry, utilizing a data sample comprising research papers published in the CNKI Full-text Database from 2001 to 2022. Employing rigorous longitudinal statistical methods, the study examines the progress achieved over the past two decades. Notably, domestic researchers have displayed considerable interest in the study of Lu You’s English translation works since 2001. The research on the English translation of Lu You’s poetry reveals a diverse range of perspectives, indicating a rich body of scholarship. However, several challenges persist, including insufficient research, limited translation coverage, and a noticeable focus on specific poems such as “Phoenix Hairpin” in the realm of English translation research. Consequently, there is ample room for improvement in the quality of research output on the English translation of Lu You’s poems, as well as its recognition within the academic community. Building on these findings, it is argued that future investigations pertaining to the English translation of Lu You’s poetry should transcend the boundaries of textual analysis and encompass broader theoretical perspectives and research methodologies. By undertaking this shift, scholars will develop a more profound comprehension of Lu You’s poetic works and make substantive contributions to the field of translation studies. Thus, this article aims to bridge the gap between past research endeavors and future possibilities, serving as a guide and inspiration for scholars to embark on a more nuanced and enriching exploration of Lu You’s poetry as well as other Chinese literature classics. 展开更多
关键词 Lu You’s Poetry English Translation studies data Analysis Translation Criticism
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Experimental Design of Observational Studies in Real-World Study
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作者 Qu Yi Wang Yuzhuo +3 位作者 Yuan Xiaoliang Wang Chuang Huang Zhe Chen Yuwen 《Asian Journal of Social Pharmacy》 2022年第3期222-228,共7页
Objective To introduce the design of observational trials under real-world study(RWS),and to provide guidance for clinical development of new research trials and reference for real-world researchers.Methods Relevant l... Objective To introduce the design of observational trials under real-world study(RWS),and to provide guidance for clinical development of new research trials and reference for real-world researchers.Methods Relevant literature of RWS and observational experiments at home and abroad were reviewed and analyzed,and then the design of observational studies was summarized under RWS.Results and Conclusion The data and information provided in observational studies not only help to further verify the clinical study results obtained by randomized controlled trial(RCT)in clinical practice,but also objectively reflect the real situation in the process of clinical research and application. 展开更多
关键词 real-world study(RWS) randomized controlled trial(RCT) observational study*Corresponding
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Studies of Earthquake Hazard Using Microseismicity Data in Modern Times
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作者 Liu Jie,Chen Yong,Yang Yichong,and Ni JianhuaCenter for Analysis and Prediction,SSB,Beijing 100036,China State Seismological Bureau,Beijing 100036,China Zhangjiakou Police School,Zhangjiakou 075000,China 《Earthquake Research in China》 1997年第3期16-24,共9页
This paper selects some representative regions to obtain their G-R relation curves according to their seismicity characteristics,by using ML≥2.0 microseismicity data(1970~1993)in North China.The annual occurrence rat... This paper selects some representative regions to obtain their G-R relation curves according to their seismicity characteristics,by using ML≥2.0 microseismicity data(1970~1993)in North China.The annual occurrence rate of events of each magnitude can be inferred from the G-R relation.At the same tune,the actual annual occurrence rate of earthquakes of higher magnitudes can be calculated from historical earthquakes(1300-1993)recorded in the same region.It seems that both results are almost the same.Therefore,the rate of events of higher magnitudes can be obtained by using microseismicity data when the proper region is selected.However,two points should be noticed:(1)The method can only give the annual occurrence rate in a seismicity system and estimate the whole situation of the system.(2)When there is a very large earthquake in and near the period in which the microseismicity data are applied,the actual occurrence rate of the system,including this larger earthquake,cannot be obtained by this method. 展开更多
关键词 studies of Earthquake Hazard Using Microseismicity data in Modern Times
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Question classification in question answering based on real-world web data sets
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作者 袁晓洁 于士涛 +1 位作者 师建兴 陈秋双 《Journal of Southeast University(English Edition)》 EI CAS 2008年第3期272-275,共4页
To improve question answering (QA) performance based on real-world web data sets,a new set of question classes and a general answer re-ranking model are defined.With pre-defined dictionary and grammatical analysis,t... To improve question answering (QA) performance based on real-world web data sets,a new set of question classes and a general answer re-ranking model are defined.With pre-defined dictionary and grammatical analysis,the question classifier draws both semantic and grammatical information into information retrieval and machine learning methods in the form of various training features,including the question word,the main verb of the question,the dependency structure,the position of the main auxiliary verb,the main noun of the question,the top hypernym of the main noun,etc.Then the QA query results are re-ranked by question class information.Experiments show that the questions in real-world web data sets can be accurately classified by the classifier,and the QA results after re-ranking can be obviously improved.It is proved that with both semantic and grammatical information,applications such as QA, built upon real-world web data sets, can be improved,thus showing better performance. 展开更多
关键词 question classification question answering real-world web data sets question and answer web forums re-ranking model
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NMR Spectral Analysis and Hydrolysis Studies of Rebaudioside N, a Minor Steviol Glycoside of <i>Stevia rebaudiana</i>Bertoni 被引量:6
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作者 Venkata Sai Prakash Chaturvedula Steven Chen +1 位作者 Oliver Yu Guohong Mao 《Food and Nutrition Sciences》 2013年第10期1004-1008,共5页
The complete proton and carbon NMR spectral assignments of a diterpene glycoside isolated from the commercial extract of the leaves of Stevia rebaudiana Bertoni, 13-[(2-O-β-D-glucopyranosyl-3-O-β-D-glucopyranosyl-β... The complete proton and carbon NMR spectral assignments of a diterpene glycoside isolated from the commercial extract of the leaves of Stevia rebaudiana Bertoni, 13-[(2-O-β-D-glucopyranosyl-3-O-β-D-glucopyranosyl-β-D-glucopyranosyl)oxy] entkaur-16-en-19-oic acid-[(2-O-α-L-rhamnopyranosyl-3-O-β-D-glucopyranosyl-β-D-glucopyranosyl) ester] (1);also known as rebaudioside N, was achieved by the extensive 1D and 2D NMR (1H and 13C, COSY, HMQC, HMBC) as well as mass spectral data. Further, hydrolysis studies were performed on rebaudioside N using acid and enzymatic studies to identify aglycone and sugar residues in its structure. 展开更多
关键词 STEVIA rebaudiana Diterpene GLYCOSIDE Isolation Structure Elucidation Spectral data HYDROLYSIS studies
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Immunotherapy for advanced hepatocellular carcinoma:From clinical trials to real-world data and future advances 被引量:2
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作者 Kathrine S Rallis Dimitrios Makrakis +1 位作者 Ioannis A Ziogas Georgios Tsoulfas 《World Journal of Clinical Oncology》 CAS 2022年第6期448-472,共25页
Hepatocellular carcinoma(HCC)is a leading cause of cancer-associated mortality worldwide.HCC is an inflammation-associated immunogenic cancer that frequently arises in chronically inflamed livers.Advanced HCC is manag... Hepatocellular carcinoma(HCC)is a leading cause of cancer-associated mortality worldwide.HCC is an inflammation-associated immunogenic cancer that frequently arises in chronically inflamed livers.Advanced HCC is managed with systemic therapies;the tyrosine kinase inhibitor(TKI)sorafenib has been used in 1st-line setting since 2007.Immunotherapies have emerged as promising treatments across solid tumors including HCC for which immune checkpoint inhibitors(ICIs)are licensed in 1st-and 2nd-line treatment setting.The treatment field of advanced HCC is continuously evolving.Several clinical trials are investigating novel ICI candidates as well as new ICI regimens in combination with other therapeutic modalities including systemic agents,such as other ICIs,TKIs,and anti-angiogenics.Novel immunotherapies including adoptive cell transfer,vaccine-based approaches,and virotherapy are also being brought to the fore.Yet,despite advances,several challenges persist.Lack of real-world data on the use of immunotherapy for advanced HCC in patients outside of clinical trials constitutes a main limitation hindering the breadth of application and generalizability of data to this larger and more diverse patient cohort.Consequently,issues encountered in real-world practice include patient ineligibly for immunotherapy because of contraindications,comorbidities,or poor performance status;lack of response,efficacy,and safety data;and cost-effectiveness.Further real-world data from high-quality large prospective cohort studies of immunotherapy in patients with advanced HCC is mandated to aid evidence-based clinical decision-making.This review provides a critical and comprehensive overview of clinical trials and real-world data of immunotherapy for HCC,with a focus on ICIs,as well as novel immunotherapy strategies underway. 展开更多
关键词 Hepatocellular carcinoma Liver cancer IMMUNOTHERAPY Immune checkpoint inhibitors Clinical trials real-world data
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Real-World Data for the Drug Development in the Digital Era 被引量:1
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作者 Xianchen Liu 《Journal of Artificial Intelligence and Technology》 2022年第2期42-46,共5页
Randomized clinical trials(RCTs)have long been recognized the gold standard for regulatory approval in the drug development.However,RCTs may not be feasible in some diseases and/or under certain situations,and finding... Randomized clinical trials(RCTs)have long been recognized the gold standard for regulatory approval in the drug development.However,RCTs may not be feasible in some diseases and/or under certain situations,and findings from RCTs may not be generalized to real-world patients in routine clinical practice.Real-world evidence(RWE),which is generated from various real-world data(RWD),has become more and more important for the drug development and clinical decision-making in the digital era.This paper described RWD and real-world data studies(RWDSs),followed by the characteristics and differences between RCTs and RWDSs.Furthermore,the challenges and limitations of RWD and RWE were discussed.Finally,this paper highlights that the efforts must be made during RWE generation from data collection/database selection,study design,statistical analysis,and interpretation of the results to minimize the biases and confounding effects. 展开更多
关键词 EFFECTIVENESS electronic health records randomized clinical trials real-world data real-world evidence
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Synthesis, characterisation and microbial studies of [bis(1,10-phenanthroline) (ethylenediamine) copper(II)] diperchlorate and its bromide analogue
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作者 Oluwayemi O. Esther Onawumi Idowu O. Adeoye Funmi A. Adekunle 《Open Journal of Inorganic Chemistry》 2013年第1期26-33,共8页
Two new tris-chelate-complexes have been synthesized and characterized with elemental and spectroscopic methods. IR and thermal studies correlate with the structures of the complex in the solid state. The structure of... Two new tris-chelate-complexes have been synthesized and characterized with elemental and spectroscopic methods. IR and thermal studies correlate with the structures of the complex in the solid state. The structure of [Cu(en)(phen)2] was determined with X-ray data using single crystal X-ray diffractometer while the molecular structure of [Cu(en) (phen)2] 2Br - 2Phen·8H2O was deduced from the used characterization methods. [Cu(en)(phen)2]· crystallizes as orthorhombic with space group Pbcn. Both complexes have distorted octahedral geometry. Microbial activities of these complexes against Staphylococcus aureus, Escherichia coli, Pseudomonas aeruginosa, Streptoccocus pyogeneous, Candida albicans, and Aspergillus niger were also reported. 展开更多
关键词 Tris-Chelate Complexes X-Ray data Electronic Spectra MICROBIAL studies
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ST-Map:an Interactive Map for Discovering Spatial and Temporal Patterns in Bibliographic Data 被引量:1
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作者 ZUO Chenyu XU Yifan +1 位作者 DING Lingfang MENG Liqiu 《Journal of Geodesy and Geoinformation Science》 CSCD 2024年第1期3-15,共13页
Getting insight into the spatiotemporal distribution patterns of knowledge innovation is receiving increasing attention from policymakers and economic research organizations.Many studies use bibliometric data to analy... Getting insight into the spatiotemporal distribution patterns of knowledge innovation is receiving increasing attention from policymakers and economic research organizations.Many studies use bibliometric data to analyze the popularity of certain research topics,well-adopted methodologies,influential authors,and the interrelationships among research disciplines.However,the visual exploration of the patterns of research topics with an emphasis on their spatial and temporal distribution remains challenging.This study combined a Space-Time Cube(STC)and a 3D glyph to represent the complex multivariate bibliographic data.We further implemented a visual design by developing an interactive interface.The effectiveness,understandability,and engagement of ST-Map are evaluated by seven experts in geovisualization.The results suggest that it is promising to use three-dimensional visualization to show the overview and on-demand details on a single screen. 展开更多
关键词 space-time cube bibliographic data spatiotemporal analysis user study interactive map
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STUDIES ON 1,2,3-DIAZAPHOSPHOLE Ⅳ REACTION OF 1,2,3-DIAZAPHOSPHOLE WITH ALCOHOLS
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作者 Bao Zhong CAI Lun Tzu LIU Ru Yu CHEN Institute of Elemento-Organic Chemistry,Nankai University,Tianjin 300071 《Chinese Chemical Letters》 SCIE CAS CSCD 1991年第7期531-534,共4页
Rapid addition of alcohols to 1,2,3-diazaphosphole 1 easily gave tricoordinated phosphorus compounds,which were sulfurized to tetracoordinated phosphorus compounds. When ethylene glycol and aminoethanol were used sepa... Rapid addition of alcohols to 1,2,3-diazaphosphole 1 easily gave tricoordinated phosphorus compounds,which were sulfurized to tetracoordinated phosphorus compounds. When ethylene glycol and aminoethanol were used separately to react with 1,the tricoordinated phosphorus compounds which formed,rearranged to pentacoordinated phosphorus compounds and the substituents at N_2 affected the rearrangement significantly. 展开更多
关键词 ppm data REACTION OF 1 2 3-DIAZAPHOSPHOLE WITH ALCOHOLS studies ON 1 2 3-DIAZAPHOSPHOLE
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An Adaptive Weighted Sum Test for Family-Based Multi-Marker Association Studies
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作者 Renfang Jiang Jianping Dong Yilin Dai 《Open Journal of Genetics》 2016年第4期61-73,共13页
Backgrounds: Although many disease-associated common variants have been discovered through genome-wide association studies, much of the genetic effects of complex diseases have not been explained. Population-based ass... Backgrounds: Although many disease-associated common variants have been discovered through genome-wide association studies, much of the genetic effects of complex diseases have not been explained. Population-based association studies are vulnerable to population stratification. A possible solution is to use family-based tests. However, if tests only estimate the genetic effect from the within-family variation to avoid population stratification, they may ignore the useful genetic information from between-family variation and lose power. Methods: We have developed an adaptive weighted sum test for family-based association studies. The new test uses data driven weights to combine two test statistics, and the weights measure the strength of population stratification. When population stratification is strong, the proposed test will automatically put more weight on one statistic derived from within-family variation to maintain robustness against spurious positives. On the other hand, when the effect of population stratification is relatively weak, the proposed test will automatically put more weight on the other statistic derived from both within-family and between-family variation to make use of both sources of genetic variation;and at the same time, the degrees of freedom of the test will be reduced and power of the test will be increased. Results: In our study, the proposed method achieves a higher power in most scenarios of linkage disequilibrium structure as well as Hap Map data from different genes under different population structures while still keeping its robustness against population stratification. 展开更多
关键词 Family data Genetic Association Study Population Stratification
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