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Standardizing Healthcare Datasets in China:Challenges and Strategies
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作者 Zheng-Yong Hu Xiao-Lei Xiu +2 位作者 Jing-Yu Zhang Wan-Fei Hu Si-Zhu Wu 《Chinese Medical Sciences Journal》 2025年第4期253-267,I0001,共16页
Standardized datasets are foundational to healthcare informatization by enhancing data quality and unleashing the value of data elements.Using bibliometrics and content analysis,this study examines China's healthc... Standardized datasets are foundational to healthcare informatization by enhancing data quality and unleashing the value of data elements.Using bibliometrics and content analysis,this study examines China's healthcare dataset standards from 2011 to 2025.It analyzes their evolution across types,applications,institutions,and themes,highlighting key achievements including substantial growth in quantity,optimized typology,expansion into innovative application scenarios such as health decision support,and broadened institutional involvement.The study also identifies critical challenges,including imbalanced development,insufficient quality control,and a lack of essential metadata—such as authoritative data element mappings and privacy annotations—which hampers the delivery of intelligent services.To address these challenges,the study proposes a multi-faceted strategy focused on optimizing the standard system's architecture,enhancing quality and implementation,and advancing both data governance—through authoritative tracing and privacy protection—and intelligent service provision.These strategies aim to promote the application of dataset standards,thereby fostering and securing the development of new productive forces in healthcare. 展开更多
关键词 healthcare dataset standards data standardization data management
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Standardizing the International Bidding System for Chinese Machinery and Electric Products
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《China's Foreign Trade》 1999年第7期42-43,共2页
Inthemid-1980s,ChinaintroducedtheinternationalhiddinqgvstAnimportingitsmachineryandelectricalproducts.TOday,ithasatotalof39institutionsresponsiblefortheirtenderingbusiness.Callingfortenderscanbeenmistedtoanysuchinstit... Inthemid-1980s,ChinaintroducedtheinternationalhiddinqgvstAnimportingitsmachineryandelectricalproducts.TOday,ithasatotalof39institutionsresponsiblefortheirtenderingbusiness.Callingfortenderscanbeenmistedtoanysuchinstitutionbyanenterprise.Thesourcesoff... 展开更多
关键词 US standardizing the International Bidding System for Chinese Machinery and Electric Products
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China Announces its First Trial Project on Standardizing the Recycling Economy
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《China Standardization》 2007年第5期33-,共1页
  According to an announcement made by the Standardization Administration of the PRC (SAC)on March 21, 2007, the organization has given approval to Blue Sky Ecological Agriculture Development Co., Ltd., for a trial ...   According to an announcement made by the Standardization Administration of the PRC (SAC)on March 21, 2007, the organization has given approval to Blue Sky Ecological Agriculture Development Co., Ltd., for a trial run at standardizing the recycling economy, the first such trial project in China.…… 展开更多
关键词 PROJECT China Announces its First Trial Project on standardizing the Recycling Economy PRC
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The Work of JTCA in Standardizing and Improving the Quality of Operating Information in Japan
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《China Standardization》 2008年第1期6-12,共7页
  Main Activities of JTCA   JTCA activities cover the following five areas:   ……
关键词 WORK The Work of JTCA in standardizing and Improving the Quality of Operating Information in Japan
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Standardizing CPUE of Ommastrephes bartramii for Chinese squid-jigging fishery in Northwest Pacific Ocean 被引量:15
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作者 田思泉 陈新军 +2 位作者 陈勇 许柳雄 戴小杰 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2009年第4期729-739,共11页
Generalized linear models (GLM) and generalized additive models (GAM) were used to standardize catch per unit fishing effort (CPUE) of Ommastrephes bartramii for Chinese squid-jigging fishery in Northwest Pacifi... Generalized linear models (GLM) and generalized additive models (GAM) were used to standardize catch per unit fishing effort (CPUE) of Ommastrephes bartramii for Chinese squid-jigging fishery in Northwest Pacific Ocean. Three groups of variables were considered in the standardization: spatial variables (longitude and latitude), temporal variables (year and month) and environmental variables, including sea surface temperature (SST), sea surface salinity (SSS) and sea level height (SLH). CPUE was treated as the dependent variable and its error distribution was assumed to be log-normal in each model. The model selections of GLM and GAM were based on the finite sample-corrected Akaike information criterion (AICC) and pseudo-coefficient (Pcf) combined P-value, respectively. Both GAM and GLM analysis showed that the month was the most important variable affecting CPUE and could explain 21.3% of variability in CPUE while other variables only explained 8.66%. The interaction of spatial and temporal variables weakly influenced the CPUE. Moreover, spatio-temporal factors may be more important in influencing the CPUE of this squid than environmental variables. The standardized and nominal CPUEs were similar and had the same trends in spatio-temporal distribution, but the standardized CPUE values tended to be smaller than the nominal CPUE. The CPUE tended to have much higher monthly variation than annual variations and their values increased with month. The CPUE became higher with increasing latitude-high CPUE usually occurred in 145°E-148°E and 149°E-162°E. The CPUE was higher when SST was 14-21℃ and the SLH from -22 cm to -18 cm. In this study, GAM tended to be more suitable than GLM in analysis of CPUE. 展开更多
关键词 Ommastrephes bartramii CPUE standardization generalized additive model generalizedlinear model Northwestern Pacific Ocean Chinese squid-jigging fishery
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Importance of Standardizing Analytical Characterization Methodology for Improved Reliability of the Nanomedicine Literature 被引量:2
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作者 Shahriar Sharifi Nouf N.Mahmoud +2 位作者 Elizabeth Voke Markita P.Landry Morteza Mahmoudi 《Nano-Micro Letters》 SCIE EI CAS CSCD 2022年第11期18-32,共15页
Understanding the interaction between biological structures and nanoscale technologies,dubbed the nano-bio interface,is required for successful development of safe and efficient nanomedicine products.The lack of a uni... Understanding the interaction between biological structures and nanoscale technologies,dubbed the nano-bio interface,is required for successful development of safe and efficient nanomedicine products.The lack of a universal reporting system and decentralized methodologies for nanomaterial characterization have resulted in a low degree of reliability and reproducibility in the nanomedicine literature.As such,there is a strong need to establish a characterization system to support the reproducibility of nanoscience data particularly for studies seeking clinical translation.Here,we discuss the existing key standards for addressing robust characterization of nanomaterials based on their intended use in medical devices or as pharmaceuticals.We also discuss the challenges surrounding implementation of such standard protocols and their implication for translation of nanotechnology into clinical practice.We,however,emphasize that practical implementation of standard protocols in experimental laboratories requires long-term planning through integration of stakeholders including institutions and funding agencies. 展开更多
关键词 Characterization NANOMEDICINE Standard protocols REPRODUCIBILITY Nanomedicine devices
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Standardizing Foodstuff Processing & Its Improvement in Guangzhou
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作者 Hong Liang Cai Ruoheng 《China Standardization》 2006年第4期23-27,共5页
Based on a survey carried out on all fully certificated foodstuff manufacturers in Guangzhou, an analysis of the status quo of Foodstuff Processing Standardization in Guangzhou is made to identify the major problems a... Based on a survey carried out on all fully certificated foodstuff manufacturers in Guangzhou, an analysis of the status quo of Foodstuff Processing Standardization in Guangzhou is made to identify the major problems and measures to be adopted for improvement. 展开更多
关键词 Guangzhou foodstuff STANDARDIZATION
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Upgrading, Transforming, and Standardizing of Offshore Oil Drilling Equipment in China
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作者 Liu Shujie Yang Xiangqian +1 位作者 Guo Hua Zhou Chao 《China Oil & Gas》 CAS 2016年第3期31-37,共7页
This paper discusses the development of China's oil exploration & drilling equipment, and it focuses mainly on the domestication, industrialization, and standardization of fixed offshore drilling rigs primaril... This paper discusses the development of China's oil exploration & drilling equipment, and it focuses mainly on the domestication, industrialization, and standardization of fixed offshore drilling rigs primarily constructed by CNOOC. Considering the manufacturing of and application of deepwater drilling equipment in China, the authors put forward suggestions regarding industry policies and the standardization of China's offshore engineering equipment. 展开更多
关键词 Offshore oil drilling equipment Drilling rig Industry policy STANDARDIZATION
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Standardizing Individualized Efficacy Evaluation to Optimize Evidence-Using Pattern in Traditional Chinese Medicine-Preliminarily Establishing Traditional Chinese Medicine Evidence-based Case Reporting System 被引量:6
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作者 Chen Zhao Zhi Liu +3 位作者 Jia Lin Yan-Ping Wang Yong-Yan Wang Hong-Cai Shang 《World Journal of Traditional Chinese Medicine》 2016年第4期49-54,共6页
Individualized treatment is a basic feature of Traditional Chinese Medicine(TCM), and individualized efficacy evaluation is also emphasized in TCM clinical practice. Individualized evaluation is in favor of improving ... Individualized treatment is a basic feature of Traditional Chinese Medicine(TCM), and individualized efficacy evaluation is also emphasized in TCM clinical practice. Individualized evaluation is in favor of improving intervention continuously, and optimizing the TCM evidenceusing pattern gradually. Traditional case reports can better demonstrate the efficacy of individual, but lack of standardized design, making such evidence show a lower quality. Meanings, objectives and design elements of TCM individualized evaluation were discussed in this paper.Then based on the original work, design ideas and framework of TCM evidence-based case reporting system were established preliminarily.This work will improve the methodology of TCM individualized evaluation to realize the goal of optimizing TCM clinical evidence-using pattern. 展开更多
关键词 Individualized evaluation Transformation and using of evidence TCM evidence-based case report system STANDARDIZATION
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Nomenclature and location of acupuncture points for laboratory animals Part 3:Mouse 被引量:2
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作者 《World Journal of Acupuncture-Moxibustion》 2025年第2期160-162,共3页
This paper introduces part of the content in the association standard,T/CAAM0002–2020 Nomenclature and Location of Acupuncture Points for Laboratory Animals Part 3:Mouse.This standard was released by the China Associ... This paper introduces part of the content in the association standard,T/CAAM0002–2020 Nomenclature and Location of Acupuncture Points for Laboratory Animals Part 3:Mouse.This standard was released by the China Association of Acupuncture and Moxibustion on May 15,2020,implemented on October 31,2020,and published by Standards Press of China.The standard was drafted by the Institute of Acupuncture and Moxibustion,China Academy of Chinese Medical Sciences,and the Nanjing University of Chinese Medicine.Principal draftsmen:Xiang-hong JING and Xing-bang HUA.Participating draftsmen:Wan-zhu BAI,Bin XU,Dong-sheng XU,Yi GUO,Tie-ming MA,Xin-jun WANG,and Sheng-feng LU. 展开更多
关键词 acupuncture points STANDARD MOUSE NOMENCLATURE location acupuncture points association standardt caam LOCATION acupuncture moxibustion
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Endoscopic management of infected necrotizing pancreatitis:Advancing through standardization 被引量:2
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作者 Yan Zeng Jun-Wen Zhang Jian Yang 《World Journal of Gastroenterology》 2025年第20期18-31,共14页
Infected necrotizing pancreatitis(INP)remains a life-threatening complication of acute pancreatitis.Despite advancements such as endoscopic ultrasound(EUS)-guided drainage,lumen-apposing metal stents,and protocolized ... Infected necrotizing pancreatitis(INP)remains a life-threatening complication of acute pancreatitis.Despite advancements such as endoscopic ultrasound(EUS)-guided drainage,lumen-apposing metal stents,and protocolized step-up strate-gies,the clinical practice remains heterogeneous,with variability in endoscopic strategies,procedural timing,device selection,and adjunctive techniques contri-buting to inconsistent outcomes.This review synthesizes current evidence to contribute to a structured framework integrating multidisciplinary team decision-making,advanced imaging(three-dimensional reconstruction,contrast-enhanced computed tomography/magnetic resonance imaging),EUS assessment,and biomarker-driven risk stratification(C-reactive protein,procalcitonin)to optimize patient selection,intervention timing,and complication management.Key stan-dardization components include endoscopic assessment and procedural strate-gies,optimal timing of intervention,personalized approaches for complex pan-creatic collections,and techniques to reduce the number of endoscopic debride-ments and mitigate complications.This work aims to enhance clinical outcomes,minimize practice heterogeneity,and establish a foundation for future research and guideline development in endoscopic management of INP. 展开更多
关键词 Infected necrotizing pancreatitis Endoscopic management Perioperative management Standardized management Multidisciplinary collaboration
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Kinesin family member 14 expression and its clinical implications in colorectal cancer 被引量:2
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作者 Kai Qin Jia-Yuan Luo +12 位作者 Da-Tong Zeng Wan-Ying Huang Bin Li Qi Li Yan-Ting Zhan Rong-Quan He Wei-Jian Huang Gang Chen Zu-Yuan Chen Bang-Teng Chi Yu-Xing Tang Rui-Xue Tang Hui Li 《World Journal of Gastrointestinal Oncology》 2025年第3期299-321,共23页
BACKGROUND Colorectal cancer(CRC)is the third most common cancer globally,causing over 900000 deaths annually.Risk factors include aging,diet,obesity,sedentary lifestyle,tobacco use,genetic predisposition,and inflamma... BACKGROUND Colorectal cancer(CRC)is the third most common cancer globally,causing over 900000 deaths annually.Risk factors include aging,diet,obesity,sedentary lifestyle,tobacco use,genetic predisposition,and inflammatory bowel disease.Despite current treatments,survival rates for advanced CRC remain low,highlighting the need for better therapeutic strategies.AIM To evaluate both the clinical significance and the pathological implications of the Kinesin family member 14(KIF14)expression within CRC specimens.Additionally,this study aims to investigate the interaction between nitidine chloride(NC)and KIF14,considering their potential as therapeutic targets.METHODS The expression of the KIF14 protein in CRC was analyzed using immunohistochemical staining.The integration of multicenter high-throughput data facilitated the calculation of the standardized mean difference(SMD)for KIF14 mRNA levels.The assessment of clinical and pathological impact was enhanced by analyzing combined receiver operating characteristic curves,along with measures of sensitivity,specificity,and likelihood ratios.Additionally,clustered regularly interspaced short palindromic repeats knockout screening for cell growth and single-cell sequencing were employed to validate the significance of KIF14 expression in CRC.Survival analysis established the prognostic value of KIF14 in CRC.The molecular mechanism of NC against CRC was elucidated through whole-genome sequencing and enrichment analysis,and molecular docking was utilized to explore the targeting affinity between NC and KIF14.RESULTS KIF14 was highly expressed in 208 CRC patients.Data from 17 platforms involving 2436 CRC samples and 1320 noncancerous colorectal tissue controls indicated that KIF14 expression was significantly higher in CRC samples,with an SMD of 1.92(95%CI:1.49-2.35).The area under the curve was 0.94(95%CI:0.92-0.96),with a sensitivity of 0.85(95%CI:0.78-0.90)and a specificity of 0.90(95%CI:0.85-0.93).The positive and negative likelihood ratios were 8.38(95%CI:5.39-13.02)and 0.17(95%CI:0.11-0.26),respectively.At the single-cell level,significant overexpression of KIF14 was observed in CRC cells(P<0.001),with 35 CRC cell lines dependent on KIF14 for growth.The K-M plots demonstrated that KIF14 possesses prognostic value in CRC patients within the GSE71187 and GSE103679 datasets(P<0.05).Binding energy calculations indicated that KIF14 is a potential target for NC(binding energy:10.3 kcal/mol).CONCLUSION KIF14 promotes the growth of CRC cells and acts as an oncogenic factor,potentially serving as a therapeutic target for NC in the treatment of CRC. 展开更多
关键词 Colorectal cancer Kinesin family member 14 Nitidine chloride Molecular docking Standardized mean difference
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A Qualitative Analysis of WHO's International Standard Terminologies on TCM 被引量:1
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作者 LAI Han Aaron Lee Moore +1 位作者 YAN Xiaodan LI Weihong 《Chinese Medicine and Culture》 2025年第1期86-95,共10页
Traditional Chinese medicine(TCM) is increasingly recognized worldwide as a valuable complementary and alternative medicine. To facilitate global research and collaboration in this field, the World Health Organization... Traditional Chinese medicine(TCM) is increasingly recognized worldwide as a valuable complementary and alternative medicine. To facilitate global research and collaboration in this field, the World Health Organization(WHO) introduced the International Standard Terminologies on Traditional Chinese Medicine in 2022. This international terminology translation standard, IST 2022, goes beyond conventional translation by embracing three innovative features: 1) It reflects TCM's foundational philosophy of unity and opposition, emphasizing the interconnectedness among TCM terms during translation. This approach transcends individual term translations to explore the interrelationships among them. 2) It preserves the integrity of TCM theory by retaining transliterations for unique TCM terms that possess distinct features. 3) It employs innovative xiang(image) cognition, a concept rooted in traditional Chinese thought by helping readers grasp visual and mental imagery associated with each term. This study presents a qualitative analysis based on interviews with 11 TCM translation experts, examining their perspectives on these features and their translational preferences across the IST 2007 and 2022 versions. These findings contribute to the standardization and global harmonization of TCM terminology, advocating for clarity, precision, and the advancement of TCM in the international healthcare arena. 展开更多
关键词 Terminology TRANSLATION WHO Translation standard Traditional Chinese medicine
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Nomenclature and location of acupuncture points for laboratory animals Part 2 被引量:1
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作者 《World Journal of Acupuncture-Moxibustion》 2025年第2期163-165,共3页
This paper introduces part of the content in the association standard,T/CAAM0002–2020 Nomenclature and Location of Acupuncture Points for Laboratory Animals Part 2:Rat.This standard was released by the China Associat... This paper introduces part of the content in the association standard,T/CAAM0002–2020 Nomenclature and Location of Acupuncture Points for Laboratory Animals Part 2:Rat.This standard was released by the China Association of Acupuncture and Moxibustion on May 15,2020,implemented on October 31,2020,and published by Standards Press of China.The standard was drafted by the Institute of Acupuncture and Moxibustion,China Academy of Chinese Medical Sciences,and the Nanjing University of Chinese Medicine.Principal draftsmen:Xiang-hong JING and Xing-bang HUA.Participating draftsmen:Wan-Zhu BAI,Bin XU,Dong-sheng XU,Yi GUO,Tie-ming MA,Xin-jun WANG,and Sheng-feng LU. 展开更多
关键词 acupuncture points STANDARD NOMENCLATURE rat association standardt caam LOCATION acupuncture moxibustion
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How to cultivate talent for standardization Interview with experts from ISO, Lenovo and CSEDS 被引量:1
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作者 Fang Luofan Cao Xinxin 《China Standardization》 2025年第1期18-25,共8页
Standardizers are the most active element in standards development,and education is the core of standardization talent cultivation.To enrich students'experience in practical standardization work,the International ... Standardizers are the most active element in standards development,and education is the core of standardization talent cultivation.To enrich students'experience in practical standardization work,the International Standardization Youth Star Competition 2024 was held in Beijing on November 10,in which students selected from universities and colleges across China prepared proposals and drafted standards with four different themes.The competition attracted the attention of both academia and industry. 展开更多
关键词 education STANDARDIZATION UNIVERSITIES
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High expression of stearoyl-coenzyme A desaturase in colorectal cancer oncogenic functions and its potential as a therapeutic target 被引量:1
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作者 Xiao-Wei Wang Wan-Ying Huang +12 位作者 Kai Qin Da-Tong Zeng Zu-Yuan Chen Bang-Teng Chi Yu-Xing Tang Qi Li Bin Li Dong-Ming Li Rong-Quan He Wei-Jian Huang Gang Chen Rui-Xue Tang Zhen-Bo Feng 《World Journal of Gastrointestinal Surgery》 2025年第2期247-264,共18页
BACKGROUND The stearoyl-coenzyme A desaturase(SCD)gene influences colorectal cancer(CRC)pathogenesis,with its expression linked to tumor cell survival and resistance,necessitating further investigation into its role i... BACKGROUND The stearoyl-coenzyme A desaturase(SCD)gene influences colorectal cancer(CRC)pathogenesis,with its expression linked to tumor cell survival and resistance,necessitating further investigation into its role in CRC.AIM To explore the clinical and pathological significance of SCD expression in CRC tissues and to evaluate the affinity between nitidine chloride(NC)and SCD as a target.METHODS Multi-center high-throughput data related to CRC were integrated to calculate the standardized mean difference of SCD mRNA expression levels.Immunohistochemical staining results,Clustered Regularly Interspaced Short Palindromic Repeats knockout screening results of cell growth,and single-cell sequencing were employed to verify the significance of SCD expression in CRC.The clinical and pathological significance of SCD was assessed using pooled receiver operating characteristic curves,sensitivity,specificity,and likelihood ratios.The molecular mechanism of NC against CRC was clarified using the SwissTarget Prediction and functional enrichment,and molecular docking techniques were utilized to explore the targeting affinity between NC and SCD.RESULTS Data from 18 platforms,including 2482 CRC samples and 1334 non-cancerous colorectal tissue controls.SCD expression was significantly upregulated in CRC,with a standardized mean difference of 2.05[95%confidence interval(CI):1.69-2.41].The area under the pooled receiver operating characteristic curve was 0.95(95%CI:0.92-0.96),with a sensitivity of 0.86(95%CI:0.81-0.90)and a specificity of 0.90(95%CI:0.87-0.93).Positive and negative likelihood ratios were 9.02(95%CI:6.49-12.51)and 0.15(95%CI:0.10-0.22),respectively.High SCD protein expression was noted in 208 CRC patients,significantly associated with vascular invasion(P<0.001).At the singlecell level,SCD was significantly overexpressed in CRC cells(P<0.001).A total of 33 CRC cell lines depended on SCD for growth.The potential mechanism of NC against CRC might involve modulation of the cell cycle,positioning SCD as a potential target for NC.CONCLUSION SCD promotes CRC cell growth and thus acts as an oncogenic factor,making it a potential therapeutic target for NC in CRC treatment. 展开更多
关键词 Colorectal cancer Stearoyl-coenzyme A desaturase Nitidine chloride Molecular docking Standardized mean difference
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Construction and characteristic analysis of background error covariance coupled with land surface temperature 被引量:1
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作者 Qihang Yang Yaodeng Chen +4 位作者 Luyao Qin Yuanbing Wang Deming Meng Xusheng Yan Xinyao Qian 《Atmospheric and Oceanic Science Letters》 2025年第3期7-12,共6页
Land surface temperature(LST)is the key variable in land-atmosphere interaction,having an important impact on weather and climate forecasting.However,achieving consistent analysis of LST and the atmosphere in assimila... Land surface temperature(LST)is the key variable in land-atmosphere interaction,having an important impact on weather and climate forecasting.However,achieving consistent analysis of LST and the atmosphere in assimilation is quite challenging.This is because there is limited knowledge about the cross-component background error covariance(BEC)between LST and atmospheric state variables.This study aims to clarify whether there is a relationship between the error of LST and atmospheric variables,and whether this relationship varies spatially and temporally.To this end,the BEC coupled with atmospheric variables and LST was constructed(LST-BEC),and its characteristics were analyzed based on the 2023 mei-yu season.The general characteristics of LST-BEC show that the LST is mainly correlated with the atmospheric temperature and the correlation decreases gradually with a rise in atmospheric height,and the error standard deviation of the LST is noticeably larger than that of the low-level atmospheric temperature.The spatiotemporal characteristics of LST-BEC on the heavy-rain day and light-rain day show that the error correlation and error standard deviation of LST and low-level atmospheric temperature and humidity are closely related to the weather background,and also have obvious diurnal variations.These results provide valuable information for strongly coupled land-atmosphere assimilation. 展开更多
关键词 Background error covariance Land surface temperature Error correlation Error standard deviation Data assimilation
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Diversity,Complexity,and Challenges of Viral Infectious Disease Data in the Big Data Era:A Comprehensive Review 被引量:1
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作者 Yun Ma Lu-Yao Qin +1 位作者 Xiao Ding Ai-Ping Wu 《Chinese Medical Sciences Journal》 2025年第1期29-44,I0005,共17页
Viral infectious diseases,characterized by their intricate nature and wide-ranging diversity,pose substantial challenges in the domain of data management.The vast volume of data generated by these diseases,spanning fr... Viral infectious diseases,characterized by their intricate nature and wide-ranging diversity,pose substantial challenges in the domain of data management.The vast volume of data generated by these diseases,spanning from the molecular mechanisms within cells to large-scale epidemiological patterns,has surpassed the capabilities of traditional analytical methods.In the era of artificial intelligence(AI)and big data,there is an urgent necessity for the optimization of these analytical methods to more effectively handle and utilize the information.Despite the rapid accumulation of data associated with viral infections,the lack of a comprehensive framework for integrating,selecting,and analyzing these datasets has left numerous researchers uncertain about which data to select,how to access it,and how to utilize it most effectively in their research.This review endeavors to fill these gaps by exploring the multifaceted nature of viral infectious diseases and summarizing relevant data across multiple levels,from the molecular details of pathogens to broad epidemiological trends.The scope extends from the micro-scale to the macro-scale,encompassing pathogens,hosts,and vectors.In addition to data summarization,this review thoroughly investigates various dataset sources.It also traces the historical evolution of data collection in the field of viral infectious diseases,highlighting the progress achieved over time.Simultaneously,it evaluates the current limitations that impede data utilization.Furthermore,we propose strategies to surmount these challenges,focusing on the development and application of advanced computational techniques,AI-driven models,and enhanced data integration practices.By providing a comprehensive synthesis of existing knowledge,this review is designed to guide future research and contribute to more informed approaches in the surveillance,prevention,and control of viral infectious diseases,particularly within the context of the expanding big-data landscape. 展开更多
关键词 viral infectious diseases big data data diversity and complexity data standardization artificial intelligence data analysis
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Strengthening Biomedical Big Data Management and Unleashing the Value of Data Elements 被引量:1
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作者 Wei Zhou Jing-Chen Zhang De-Pei Liu 《Chinese Medical Sciences Journal》 2025年第1期1-2,I0001,共3页
On October 18,2017,the 19th National Congress Report called for the implementation of the Healthy China Strategy.The development of biomedical data plays a pivotal role in advancing this strategy.Since the 18th Nation... On October 18,2017,the 19th National Congress Report called for the implementation of the Healthy China Strategy.The development of biomedical data plays a pivotal role in advancing this strategy.Since the 18th National Congress of the Communist Party of China,China has vigorously promoted the integration and implementation of the Healthy China and Digital China strategies.The National Health Commission has prioritized the development of health and medical big data,issuing policies to promote standardized applica-tions and foster innovation in"Internet+Healthcare."Biomedical data has significantly contributed to preci-sion medicine,personalized health management,drug development,disease diagnosis,public health monitor-ing,and epidemic prediction capabilities. 展开更多
关键词 health medical big dataissuing drug development precision medicine disease diagnosis development biomedical data personalized health management standardized app biomedical big data
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Toward Analytical Homogenized Relaxation Modulus for Fibrous Composite Material with Reduced Order Homogenization Method
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作者 Huilin Jia Shanqiao Huang Zifeng Yuan 《Computers, Materials & Continua》 SCIE EI 2025年第1期193-222,共30页
In this manuscript,we propose an analytical equivalent linear viscoelastic constitutive model for fiber-reinforced composites,bypassing general computational homogenization.The method is based on the reduced-order hom... In this manuscript,we propose an analytical equivalent linear viscoelastic constitutive model for fiber-reinforced composites,bypassing general computational homogenization.The method is based on the reduced-order homogenization(ROH)approach.The ROH method typically involves solving multiple finite element problems under periodic conditions to evaluate elastic strain and eigenstrain influence functions in an‘off-line’stage,which offers substantial cost savings compared to direct computational homogenization methods.Due to the unique structure of the fibrous unit cell,“off-line”stage calculation can be eliminated by influence functions obtained analytically.Introducing the standard solid model to the ROH method enables the creation of a comprehensive analytical homogeneous viscoelastic constitutive model.This method treats fibrous composite materials as homogeneous,anisotropic viscoelastic materials,significantly reducing computational time due to its analytical nature.This approach also enables precise determination of a homogenized anisotropic relaxation modulus and accurate capture of various viscoelastic responses under different loading conditions.Three sets of numerical examples,including unit cell tests,three-point beam bending tests,and torsion tests,are given to demonstrate the predictive performance of the homogenized viscoelastic model.Furthermore,the model is validated against experimental measurements,confirming its accuracy and reliability. 展开更多
关键词 Homogenized relaxation modulus VISCOELASTIC standard solid model reduced order homogenization fibrous composite material
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