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From digits towards digitization:the past,present,and future of traditional Chinese medicine 被引量:2
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作者 Qi WANG 《Digital Chinese Medicine》 2025年第1期4-19,共16页
Digitization is the inevitable path for the natural development of traditional Chinese medicine(TCM)in the context of the Fourth Industrial Revolution.The goal of TCM digitization is to generate intelligence from numb... Digitization is the inevitable path for the natural development of traditional Chinese medicine(TCM)in the context of the Fourth Industrial Revolution.The goal of TCM digitization is to generate intelligence from numbers.Originating from the reasoning paradigm of Xiangshu(象数,image-number)or phenotype-numerology thinking,TCM came with a deep correlation of clinical observations with digits and laid a strong theoretical basis for digitization.The digitization of TCM should start from the clinical aspect,solve the problem of electronic medical records,achieve standardization and informatization,and on this basis,form a TCM knowledge base through knowledge-building.This process depends on the combined efforts of multiple disciplines such as medicine,mathematics,and engineering to achieve the digitization and intelligent transformation of TCM.This era calls for TCM to break down barriers,embrace opportunities,and move towards digitization.However,during the transformation,it should maintain its essence,avoid simplistic conversions,be guided by scientific value,leverage cutting-edge technologies,and enhance the depth and breadth of the interpretation of TCM connotations.The digitization of TCM will also improve its service capabilities,create an innovative digitally-intelligent TCM service platform,and contribute to the development of“Healthy China”initiatives with wisdom and solutions. 展开更多
关键词 Traditional Chinese medicine(TCM) DIGITIZATION Modernization of TCM Interdisciplinary integration
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Evaluation of Digits-in-Noise Test and Hearing Handicap Inventory for Adults Screening in Patients with Occupational Noise-Induced Hearing Loss
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作者 Zongzhi Shao 《Proceedings of Anticancer Research》 2024年第1期61-65,共5页
Objective:To explore the clinical evaluation role of the Digits-in-Noise(DIN)test and Hearing Handicap Inventory for Adults Screening(HHIA-S)for patients with occupational noise-induced hearing loss and to observe and... Objective:To explore the clinical evaluation role of the Digits-in-Noise(DIN)test and Hearing Handicap Inventory for Adults Screening(HHIA-S)for patients with occupational noise-induced hearing loss and to observe and analyze their application values.Methods:Fifty patients with suspected occupational noise-induced hearing loss were randomly selected from the Department of Otolaryngology at the hospital as the research target.The collection period for the research cases spanned from January 2022 to November 2023,and all patients had a history of noise exposure.The DIN test and HHIA-S were used for hearing examinations,with clinical,comprehensive diagnosis serving as the gold standard to study their diagnostic performance.Results:The compliance rate of the DIN test was 88.00%,the HHIA-S’s compliance rate was 80.00%,and the combined compliance rate was 94.00%.The compliance rate of the DIN test and the combined compliance rates of the patients were statistically significant compared to the clinical gold standard data(P<0.05),while there was no difference between the compliance rate of the HHIA-S and the gold standard(P>0.05).The data shows that the sensitivity of the combined diagnosis is significantly higher than the sensitivity data of the DIN test and HHIA-S examination alone(P<0.05).Its specificity is 100.00%,and the accuracy data of the joint diagnosis in the degree were higher than those of the DIN test alone(P>0.05)and the HHIA-S alone(P<0.05).Conclusion:For patients with occupational noise-induced hearing loss,the joint evaluation of the DIN test and HHIA-S can significantly improve their diagnostic value with high sensitivity and accuracy. 展开更多
关键词 Occupational noise-induced hearing loss Digital speech in noise test Hearing impairment screening scale Application
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Performance Analysis of Spoken Arabic Digits Recognition Techniques
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作者 Ali Ganoun Ibrahim Almerhag 《Journal of Electronic Science and Technology》 CAS 2012年第2期153-157,共5页
A performance evaluation of sound recognition techniques in recognizing some spoken Arabic words, namely digits from zero to nine, is proposed. One of the main characteristics of aU Arabic digits is polysyllabic words... A performance evaluation of sound recognition techniques in recognizing some spoken Arabic words, namely digits from zero to nine, is proposed. One of the main characteristics of aU Arabic digits is polysyllabic words except for zero. The performance analysis is based on different features of phonetic isolated Arabic digits. The main aim of this paper is to compare, analyze, and discuss the outcomes of spoken Arabic digits recognition systems based on three recognition features: the Yule-Walker spectrum features, the Walsh spectrum features, and the Mel frequency Cepstral coefficients (MFCC) features. The MFCC based recognition system achieves the best average correct recognition. On the other hand, the Yule-Walker based recognition system achieves the worst average correct recognition. 展开更多
关键词 Arabic digits spectrum analysis speech recognition.
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Collisions, or Reflections and Rotations, Leading to the Digits of π
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作者 Franç ois Dubeau 《Applied Mathematics》 2022年第9期705-732,共28页
We analyze a problem of elastic collisions between elements of a system composed of two balls and a wall. Thanks to a change of variables, the problem is reduced to a sequence of reflections and rotations. Moreover, t... We analyze a problem of elastic collisions between elements of a system composed of two balls and a wall. Thanks to a change of variables, the problem is reduced to a sequence of reflections and rotations. Moreover, the total number of collisions is easily found. For specific ratios of ball weights, the number of collisions is related to the first successive digits of π. 展开更多
关键词 Dynamical System Elastic Collisions Reflection Rotation digits of π
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Hyperbolic Reflections Leading to the Digits of ln(2)
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作者 Franç ois Dubeau 《Journal of Applied Mathematics and Physics》 2022年第1期112-131,共20页
We analyze a problem of interactions between elements of an ideal system which consists of two point masses and a wall in a hyperbolic setting. Thanks to a change of variables, the problem is reduced to a sequence of ... We analyze a problem of interactions between elements of an ideal system which consists of two point masses and a wall in a hyperbolic setting. Thanks to a change of variables, the problem is reduced to a sequence of reflections on a hyperbola. For specific ratios of the two masses, the number of interactions is related to the first numerical digits of the logarithmic constant ln (2). 展开更多
关键词 Dynamical System Hyperbolic Setting Reflection Rotation digits Logarithmic Constant
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REGULATIONS OF THE PEOPLE'S REPUBLIC OF CHINA ON ADMINISTRATION OF IMPORT AND EXPORT ENTERPRISE IDENTIFICATION DIGITS
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作者 MaZhou 《大经贸》 北大核心 1997年第10期94-95,共2页
The Ministry of Foreign Trade and Economy Co-operation (hereinafter called the MOFFEC)willintroduce throughout the country "the Importand Export Enterprise Identification Digits of thePeople’s Republic of China&... The Ministry of Foreign Trade and Economy Co-operation (hereinafter called the MOFFEC)willintroduce throughout the country "the Importand Export Enterprise Identification Digits of thePeople’s Republic of China" (hereinafter called"IEEID") for the purpose of pushing forward the de-velopment of foreign economy and trade, strength-ening macro-administration by the governments andimproving working efficiency and service. ThisRegulation has been enacted to ensure 展开更多
关键词 REGULATIONS OF THE PEOPLE’S REPUBLIC OF CHINA ON ADMINISTRATION OF IMPORT AND EXPORT ENTERPRISE IDENTIFICATION digits
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Classifying Hand Written Digits with Deep Learning 被引量:2
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作者 Ruzhang Yang 《Intelligent Information Management》 2018年第2期69-78,共10页
Recognizing digits from natural images is an important computer vision task that has many real-world applications in check reading, street number recognition, transcription of text in images, etc. Traditional machine ... Recognizing digits from natural images is an important computer vision task that has many real-world applications in check reading, street number recognition, transcription of text in images, etc. Traditional machine learning approaches to this problem rely on hand crafted feature. However, such features are difficult to design and do not generalize to novel situations. Recently, deep learning has achieved extraordinary performance in many machine learning tasks by automatically learning good features. In this paper, we investigate using deep learning for hand written digit recognition. We show that with a simple network, we achieve 99.3% accuracy on the MNIST dataset. In addition, we use the deep network to detect images with multiple digits. We show that deep networks are not only able to classify digits, but they are also able to localize them. 展开更多
关键词 DIGIT Classification Deep Network GRADIENT DESCENT
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Zic3 represses anterior digit development in tetrapods
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作者 Shan-Shan Li Shi-Bin Bai +8 位作者 Xiao-Fei Sun Cheng-Hua Yu Yi-Ning Tang Zi-Qiu Jia Xiao-Ping Li Song-Yang Shang David MIrwin Jun Li Zhe Wang 《Zoological Research》 2025年第3期684-694,共11页
Pentadactyl limbs represent a conserved morphological feature among tetrapods,with anterior digits considered more important than posterior digits for refined movement.While posterior digit formation is governed by gr... Pentadactyl limbs represent a conserved morphological feature among tetrapods,with anterior digits considered more important than posterior digits for refined movement.While posterior digit formation is governed by graded expression of the Shh and 5’Hox genes,the regulatory mechanisms underlying anterior digit development,especially digit I(DI),remain poorly defined.This study identified an anterior expression pattern of Zic3 in the limb buds of representative tetrapods,including humans,which exerted an inhibitory effect on skeletal development.Zic3 was highly expressed in the anterior region of limb buds at early developmental stages,with species-specific divergence emerging during later development.Overexpression of Zic3 significantly delayed chondrogenesis and ossification,leading to bone shortening but not loss.Furthermore,RNA sequencing demonstrated that Zic3 down-regulated key genes associated with skeletal development,including Cytl1,Sox9,Ihh,Ptch1,Runx2,and Wnt16.These findings demonstrate that Zic3 acts as a conserved inhibitor of anterior skeletal maturation and contributes to the molecular asymmetry of tetrapod limb development. 展开更多
关键词 TETRAPOD Zic3 Limb development Anterior digits TRANSCRIPTOME
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动态劈裂拉伸实验下含双椭圆缺陷花岗岩的动态断裂行为 被引量:2
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作者 徐胜男 彭麟智 +4 位作者 王煦 周星源 王璜 秦浩宸 彭安佳 《科学技术与工程》 北大核心 2025年第6期2218-2226,共9页
为研究含双椭圆缺陷花岗岩的破坏形态及能量耗散规律,利用分离式霍普金森杆(split Hopkinson pressure bar,SHPB)装置,分别对双椭圆缺陷夹角为0°、45°、90°、135°的花岗岩试件进行了动态劈裂拉伸实验,探讨了双椭圆... 为研究含双椭圆缺陷花岗岩的破坏形态及能量耗散规律,利用分离式霍普金森杆(split Hopkinson pressure bar,SHPB)装置,分别对双椭圆缺陷夹角为0°、45°、90°、135°的花岗岩试件进行了动态劈裂拉伸实验,探讨了双椭圆缺陷夹角、缺陷间距与花岗岩破坏形态及能量之间的关系。结果表明:双椭圆缺陷间距不变时,夹角越大,试件越容易断裂;夹角不变时,间距增大,岩样更容易断裂。试件的耗散能密度随夹角的增大而降低,且下降趋势逐渐趋于平缓。试件的破坏形态对夹角的敏感程度较高,即随着夹角的增大,岩样破碎程度逐渐加剧,碎块对称性消失,楔体效应逐渐明显,塑性增强;当夹角超过90°时,破碎程度又开始减小,岩样又呈对称断裂。 展开更多
关键词 冲击荷载 分离式霍普金森杆 DIC(digital image correlation method) 动态断裂 耗散能
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使用Digital Wings扫描体的无牙颌种植口内扫描印模与传统印模的精确性比较
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作者 黄婧 陆沁怡 +1 位作者 徐鹏 梁源 《口腔医学研究》 北大核心 2025年第10期890-895,共6页
目的:探究Digital Wings新型扫描体对无牙颌种植口内扫描印模技术精度的影响,分析其在数字化口内扫描组中的表现,以及与传统印模技术的精度的差异,为临床应用提供参考。方法:使用最佳拟合法和绝对线性偏差法得到传统取模组、口内扫描组... 目的:探究Digital Wings新型扫描体对无牙颌种植口内扫描印模技术精度的影响,分析其在数字化口内扫描组中的表现,以及与传统印模技术的精度的差异,为临床应用提供参考。方法:使用最佳拟合法和绝对线性偏差法得到传统取模组、口内扫描组和标准模型组的种植体位置的准确性和精度有效值(root mean square,RMS)。结果:传统组、普通扫描体组、新型CAD扫描体组和Digital Wings扫描体组准确性的均方根RMS中位数(四分位间距)分别为39.3(29.9~50.5)μm、135.1(50.8~260.5)μm、84.3(53.2~212.5)μm、81.3(33.8~133.2)μm。Digital Wings扫描体组和传统取模组比较无显著性差异(P>0.05)。精度的RMS均数分别为35.3(12.4~98.5)μm、155.4(33.2~329.9)μm、116.4(4.4~349.8)μm、54.0(13.4~124.6)μm。Digital Wings扫描体组和新型CAD扫描体组与传统取模组比较无显著差异(P>0.05)。结论:Digital Wings扫描体组的精度和传统组的精度比较无显著差异。扫描体的改进,如扫描体外形的改变使扫描体的精度逐渐增加。更多关于无牙颌种植扫描体体外研究和临床研究需要开展。 展开更多
关键词 精度 准确性 Digital Wings 扫描体 无牙颌
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西门子MOBILETT XP Digital床边DR故障维修4例
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作者 黄良艳 吴观友 +3 位作者 黄锐 杨升富 林薇薇 欧伟光 《医疗卫生装备》 2025年第3期118-120,共3页
介绍了西门子MOBILETT XP Digital床边数字X射线摄影(digital radiography,DR)的4例典型故障,分析了故障产生的原因,并提出了具体的排除方法,为医学工程技术人员维修类似故障提供了参考。
关键词 西门子MOBILETT XP Digital床边DR 故障分析 故障排除
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Artificial Intelligence-Enhanced Digital Twin Systems Engineering Towards the Industrial Metaverse in the Era of Industry 5.0 被引量:3
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作者 He Zhang Yilin Li +2 位作者 Shuai Zhang Lukai Song Fei Tao 《Chinese Journal of Mechanical Engineering》 2025年第2期98-119,共22页
With the continuous advancement and maturation of technologies such as big data,artificial intelligence,virtual reality,robotics,human-machine collaboration,and augmented reality,many enterprises are finding new avenu... With the continuous advancement and maturation of technologies such as big data,artificial intelligence,virtual reality,robotics,human-machine collaboration,and augmented reality,many enterprises are finding new avenues for digital transformation and intelligent upgrading.Industry 5.0,a further extension and development of Industry 4.0,has become an important development trend in industry with more emphasis on human-centered sustainability and flexibility.Accordingly,both the industrial metaverse and digital twins have attracted much attention in this new era.However,the relationship between them is not clear enough.In this paper,a comparison between digital twins and the metaverse in industry is made firstly.Then,we propose the concept and framework of Digital Twin Systems Engineering(DTSE)to demonstrate how digital twins support the industrial metaverse in the era of Industry 5.0 by integrating systems engineering principles.Furthermore,we discuss the key technologies and challenges of DTSE,in particular how artificial intelligence enhances the application of DTSE.Finally,a specific application scenario in the aviation field is presented to illustrate the application prospects of DTSE. 展开更多
关键词 Digital twins Systems engineering Industrial metaverse Artificial intelligence Industry 5.0 Smart manufacturing
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DeepSeek empowering traditional Chinese medicine:driving the intelligent innovation of traditional medicine 被引量:2
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作者 Junfeng YAN 《Digital Chinese Medicine》 2025年第1期46-48,共3页
In the wave of digital and intelligent applications,artificial intelligence(AI)is transforming the development trajectories of industries across the globe.Traditional Chinese medicine(TCM),as a cultural treasure of th... In the wave of digital and intelligent applications,artificial intelligence(AI)is transforming the development trajectories of industries across the globe.Traditional Chinese medicine(TCM),as a cultural treasure of the Chinese nation,carries thousands of years of wisdom and practical experience.However,in the context of the rapid advancements in modern medicine and technology,TCM faces dual challenges:preserving its heritage while innovating.DeepSeek,a major achievement in the field of AI,offers a new opportunity for the development of TCM with its powerful technological capabilities.Exploring the integration of DeepSeek with TCM not only helps modernize the practice but also promises unique contributions to global health. 展开更多
关键词 deepseek modern medicine intelligent innovation development trajectories digital intelligent applicationsartificial intelligence ai artificial intelligence chinese medicine tcm digital applications
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Unveiling the digital renaissance of traditional Chinese medicine:a leap towards holistic healthcare and precision medicine 被引量:1
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作者 Lingyu Linda YE Qinghua PENG Dayue Darrel DUAN 《Digital Chinese Medicine》 2025年第1期1-3,共3页
In the dynamic landscape of modern healthcare and precision medicine,the digital revolution is reshaping medical industries at an unprecedented pace,and traditional Chinese medicine(TCM)is no exception[1-4].The paper... In the dynamic landscape of modern healthcare and precision medicine,the digital revolution is reshaping medical industries at an unprecedented pace,and traditional Chinese medicine(TCM)is no exception[1-4].The paper“From digits towards digitization:the past,present,and future of traditional Chinese medicine”by Academician&TCM National Master Qi WANG(王琦). 展开更多
关键词 digital renaissance traditional chinese medicine tcm precision medicinethe holistic healthcare digital revolution traditional chinese medicine precision medicine medical industries
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Digital components and interaction types in counseling interventions for childhood and adolescent obesity: A systematic review 被引量:1
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作者 Mari Virtanen Heli Kerimaa +10 位作者 Niko Mannikko Merja Mannisto Karolina Paalimaki-Paakki Minna Lahtinen Miya Jansson Kirsi Kivela Anne Oikarinen Mira Rajala Minna Vanhanen Maria Kaariainen Pirjo Kaakinen 《International Journal of Nursing Sciences》 2025年第2期123-129,I0001,共8页
Objectives:Childhood and adolescent obesity are an increasing global health concern.This study aimed to evaluate the effectiveness of digital components and interaction types in counseling interventions for prevention... Objectives:Childhood and adolescent obesity are an increasing global health concern.This study aimed to evaluate the effectiveness of digital components and interaction types in counseling interventions for prevention and treatment.Methods:All studies were searched in online databases and grey literature,including PubMed(Medline),Web of Science,CINAHL,Scopus,IEEE Xplore Digital Library,Journal of Medical Internet Research(JMIR),MedNar,EBSco Open Dissertations.The search period is from inception to June 2023,and the languages are Finnish,English and Swedish.The research quality was evaluated using the web-based data management system Covidence for prevalence studies.The study protocol was registered with PROSPERO(registration number:CRD42021247595).Results:In this review,4,407 studies were screened,and 22 were included.These involved 3,433 participants and 264 child-parent pairs.The digital approaches included multicomponent elements like internet platforms,text messaging,video conferencing,online communities,wearable technology,and mobile apps,allowing one-way,two-way,and face-to-face interactions.Two studies showed statistically significant effects of treatment on BMI and waist-to-hip ratio.Most interventions reported positive outcomes,with no significant differences between groups,and none showed null effects during followup.Conclusions:Digital multicomponents like mobile apps and wearables can help obese children and adolescents adopt healthier lifestyles.While these interventions show promise for obesity management,further research is needed to assess their effectiveness,particularly regarding nurses'perspectives. 展开更多
关键词 ADOLESCENT Children Digital counseling OBESE OVERWEIGHT Systematic review
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Spatial Pattern and Influencing Factors of China’s Digital Trade Resilience under the Impact of Trade Frictions 被引量:1
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作者 LI Chunli ZHU Huayou +1 位作者 BAO Weiping QIN Manman 《Chinese Geographical Science》 2025年第1期203-216,共14页
In the era of the digital economy,digital trade has demonstrated strong vitality,becoming a crucial driving force for the highquality development of national and regional economies.However,understanding the resilience... In the era of the digital economy,digital trade has demonstrated strong vitality,becoming a crucial driving force for the highquality development of national and regional economies.However,understanding the resilience of digital trade in the face of external crises is an important topic.Taking the backdrop of Sino-US trade friction,this paper constructs a resilience index system for digital trade.It utilizes entropy method,kernel density estimation,and ArcGIS mapping to calculate and visually analyze the resilience of China’s digital trade from 2017 to 2021.Additionally,a Tobit model is constructed to explore the main influencing factors of digital trade resilience patterns.The research findings indicate:1)temporally,during the period of Sino-US trade friction,China’s digital trade resilience shows an overall upward trend,but there are regional differences in resilience levels across the country,with a severe polarization phenomenon.2)Spatially,high resilience is observed in the eastern and central regions of China,while the western and northeastern regions exhibit low resilience.3)From a dimensional perspective,the resistance of digital trade resilience displays a spatial distribution of high values in the east and low values in the west.The recovery force is aggregated along coastal areas,and the renewal force tends to aggregate along the eastern coastline.4)Factors such as economic scale,industrial structure,urbanization rate,government fiscal expenditure,and technological talents significantly promote the enhancement of digital trade resilience.This study reveals the dynamic characteristics and influencing factors of digital trade resilience in responding to external shocks,providing theoretical basis and policy suggestions for enhancing digital trade resilience,and promoting high-quality economic development in China. 展开更多
关键词 digital trade resilience trade friction resilience pattern resilience factors China
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Study on the Fluid-Solid Coupling Seepage of the Deep Tight Reservoir Based on 3D Digital Core Modeling 被引量:1
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作者 Haijun Yang Zhenzhong Cai +5 位作者 Hui Zhang Chong Sun Jing Li Xiaoyu Meng Chen Liu Chengqiang Yang 《Energy Engineering》 2025年第2期537-560,共24页
Deep tight reservoirs exhibit complex stress and seepage fields due to varying pore structures,thus the seepage characteristics are significant for enhancing oil production.This study conducted triaxial compression an... Deep tight reservoirs exhibit complex stress and seepage fields due to varying pore structures,thus the seepage characteristics are significant for enhancing oil production.This study conducted triaxial compression and permeability tests to investigate the mechanical and seepage properties of tight sandstone.A digital core of tight sandstone was built using Computed Tomography(CT)scanning,which was divided into matrix and pore phases by a pore equivalent diameter threshold.A fluid-solid coupling model was established to investigate the seepage characteristics at micro-scale.The results showed that increasing the confining pressure decreased porosity,permeability,and flow velocity,with the pore phase becoming the dominant seepage channel.Cracks and large pores closed first under increasing pressure,resulted in a steep drop in permeability.However,permeability slightly decreased under high confining pressure,which followed a first-order exponential function.Flow velocity increased with seepage pressure.And the damage mainly occurred in stress-concentration regions under low seepage pressure.Seepage behavior followed linear Darcy flow,the damage emerged at seepage entrances under high pressure,which decreased rock elastic modulus and significantly increased permeability. 展开更多
关键词 Digital core fluid-solid coupling pore structure microscopic seepage
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Phenomics of traditional Chinese medicine 2.0: the integration with digital medicine 被引量:1
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作者 Min XU Xinyi SHAO +8 位作者 Donggeng GUO Xiaojing YAN Lei WANG Tao YANG Hao LIANG Qinghua PENG Lingyu Linda YE Haibo CHENG Dayue Darrel DUAN 《Digital Chinese Medicine》 2025年第3期282-299,共18页
Modern western medicine typically focuses on treating specific symptoms or diseases,and traditional Chinese medicine(TCM)emphasizes the interconnections of the body’s various systems under external environment and ta... Modern western medicine typically focuses on treating specific symptoms or diseases,and traditional Chinese medicine(TCM)emphasizes the interconnections of the body’s various systems under external environment and takes a holistic approach to preventing and treating diseases.Phenomics was initially introduced to the field of TCM in 2008 as a new discipline that studies the laws of integrated and dynamic changes of human clinical phenomes under the scope of the theories and practices of TCM based on phenomics.While TCM Phenomics 1.0 has initially established a clinical phenomic system centered on Zhenghou(a TCM definition of clinical phenome),bottlenecks remain in data standardization,mechanistic interpretation,and precision intervention.Here,we systematically elaborates on the theoretical foundations,technical pathways,and future challenges of integrating digital medicine with TCM phenomics under the framework of“TCM phenomics 2.0”,which is supported by digital medicine technologies such as artificial intelligence,wearable devices,medical digital twins,and multi-omics integration.This framework aims to construct a closed-loop system of“Zhenghou–Phenome–Mechanism–Intervention”and to enable the digitization,standardization,and precision of disease diagnosis and treatment.The integration of digital medicine and TCM phenomics not only promotes the modernization and scientific transformation of TCM theory and practice but also offers new paradigms for precision medicine.In practice,digital tools facilitate multi-source clinical data acquisition and standardization,while AI and big data algorithms help reveal the correlations between clinical Zhenghou phenomes and molecular mechanisms,thereby improving scientific rigor in diagnosis,efficacy evaluation,and personalized intervention.Nevertheless,challenges persist,including data quality and standardization issues,shortage of interdisciplinary talents,and insufficiency of ethical and legal regulations.Future development requires establishing national data-sharing platforms,strengthening international collaboration,fostering interdisciplinary professionals,and improving ethical and legal frameworks.Ultimately,this approach seeks to build a new disease identification and classification system centered on phenomes and to achieve the inheritance,innovation,and modernization of TCM diagnostic and therapeutic patterns. 展开更多
关键词 Digital medicine Traditional Chinese medicine PHENOMICS Modernization of traditional Chinese MEDICINE Artificial intelligence
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Deep learning-based multi-task prediction of response to neoadjuvant chemotherapy using multiscale whole slide images in breast cancer:A multicenter study 被引量:1
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作者 Qin Wang Feng Zhao +19 位作者 Haicheng Zhang Tongpeng Chu Qi Wang Xipeng Pan Yuqian Chen Heng Zhou Tiantian Zheng Ziyin Li Fan Lin Haizhu Xie Heng Ma Lan Liu Lina Zhang Qin Li Weiwei Wang Yi Dai Ruijun Tang Jigang Wang Ping Yang Ning Mao 《Chinese Journal of Cancer Research》 2025年第1期28-47,共20页
Objective:Early predicting response before neoadjuvant chemotherapy(NAC)is crucial for personalized treatment plans for locally advanced breast cancer patients.We aim to develop a multi-task model using multiscale who... Objective:Early predicting response before neoadjuvant chemotherapy(NAC)is crucial for personalized treatment plans for locally advanced breast cancer patients.We aim to develop a multi-task model using multiscale whole slide images(WSIs)features to predict the response to breast cancer NAC more finely.Methods:This work collected 1,670 whole slide images for training and validation sets,internal testing sets,external testing sets,and prospective testing sets of the weakly-supervised deep learning-based multi-task model(DLMM)in predicting treatment response and pCR to NAC.Our approach models two-by-two feature interactions across scales by employing concatenate fusion of single-scale feature representations,and controls the expressiveness of each representation via a gating-based attention mechanism.Results:In the retrospective analysis,DLMM exhibited excellent predictive performance for the prediction of treatment response,with area under the receiver operating characteristic curves(AUCs)of 0.869[95%confidence interval(95%CI):0.806−0.933]in the internal testing set and 0.841(95%CI:0.814−0.867)in the external testing sets.For the pCR prediction task,DLMM reached AUCs of 0.865(95%CI:0.763−0.964)in the internal testing and 0.821(95%CI:0.763−0.878)in the pooled external testing set.In the prospective testing study,DLMM also demonstrated favorable predictive performance,with AUCs of 0.829(95%CI:0.754−0.903)and 0.821(95%CI:0.692−0.949)in treatment response and pCR prediction,respectively.DLMM significantly outperformed the baseline models in all testing sets(P<0.05).Heatmaps were employed to interpret the decision-making basis of the model.Furthermore,it was discovered that high DLMM scores were associated with immune-related pathways and cells in the microenvironment during biological basis exploration.Conclusions:The DLMM represents a valuable tool that aids clinicians in selecting personalized treatment strategies for breast cancer patients. 展开更多
关键词 Artificial intelligence breast cancer digital pathology whole slide images
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Legal Regulation of Head Anchors in Live-Streaming E-Commerce from the Perspective of Duty of Care 被引量:1
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作者 Ma Zhiguo Jia Jinrun Zhang Xiaohao 《科技与法律(中英文)》 2025年第2期125-137,共13页
The integration of the digital economy with the traditional sales industry has prompted the robust growth of e-commerce.Live-streaming e-commerce,as a novel business model,has gained immense popularity.However,is⁃sues... The integration of the digital economy with the traditional sales industry has prompted the robust growth of e-commerce.Live-streaming e-commerce,as a novel business model,has gained immense popularity.However,is⁃sues of regulatory loopholes and inefficacy continue to surface.In live-streaming e-commerce,the head anchor,as host of the live-streaming rooms,wields significant influence in determining the goods to be showcased and marketed.Such influence expands risks such as infringement of intellectual property rights.Yet the uncertainty in law concerning the identity of head anchors results in a lack of accountability.Current norms are inadequate in constraining the group of head anchors.Drawing on the principles of risk control,the alignment between benefit and risk,and the theory of so⁃cial cost control,this paper argues that it is both justifiable and feasible to impose a duty to exercise reasonable care on head anchors.To effectively enshrine this duty in law,it is of great importance to redefine the mechanism of identifying the duty of care of head anchors in live-streaming e-commerce.In particular,the contents of the duty of care under⁃taken by head anchors and the consequences of breaching such a duty of care should be clarified. 展开更多
关键词 head anchor live-streaming e-commerce digital economy duty of care
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