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Predicting lymph node metastasis in colorectal cancer using caselevel multiple instance learning
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作者 Ling-Feng Zou Xuan-Bing Wang +4 位作者 Jing-Wen Li Xin Ouyang Yi-Ying Luo Yan Luo Cheng-Long Wang 《World Journal of Gastroenterology》 2026年第1期110-125,共16页
BACKGROUND The accurate prediction of lymph node metastasis(LNM)is crucial for managing locally advanced(T3/T4)colorectal cancer(CRC).However,both traditional histopathology and standard slide-level deep learning ofte... BACKGROUND The accurate prediction of lymph node metastasis(LNM)is crucial for managing locally advanced(T3/T4)colorectal cancer(CRC).However,both traditional histopathology and standard slide-level deep learning often fail to capture the sparse and diagnostically critical features of metastatic potential.AIM To develop and validate a case-level multiple-instance learning(MIL)framework mimicking a pathologist's comprehensive review and improve T3/T4 CRC LNM prediction.METHODS The whole-slide images of 130 patients with T3/T4 CRC were retrospectively collected.A case-level MIL framework utilising the CONCH v1.5 and UNI2-h deep learning models was trained on features from all haematoxylin and eosinstained primary tumour slides for each patient.These pathological features were subsequently integrated with clinical data,and model performance was evaluated using the area under the curve(AUC).RESULTS The case-level framework demonstrated superior LNM prediction over slide-level training,with the CONCH v1.5 model achieving a mean AUC(±SD)of 0.899±0.033 vs 0.814±0.083,respectively.Integrating pathology features with clinical data further enhanced performance,yielding a top model with a mean AUC of 0.904±0.047,in sharp contrast to a clinical-only model(mean AUC 0.584±0.084).Crucially,a pathologist’s review confirmed that the model-identified high-attention regions correspond to known high-risk histopathological features.CONCLUSION A case-level MIL framework provides a superior approach for predicting LNM in advanced CRC.This method shows promise for risk stratification and therapy decisions,requiring further validation. 展开更多
关键词 Colorectal cancer Lymph node metastasis Deep learning Multiple instance learning HISTOPATHOLOGY
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Central role of altered phosphodiesterase 2-dependent signaling in the pathophysiology of cognition-based brain disorders
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作者 Asma Boulksibat Alessandra Tempio Barbara Bardoni 《Neural Regeneration Research》 SCIE CAS 2025年第8期2302-2303,共2页
The second messengers 3',5'-cyclic adenosine monophosphate(cAMP)and 3',5'-cyclic guanosine monophosphate(cGMP)modulate molecular pathways that are involved in a large variety of cellular processes.In t... The second messengers 3',5'-cyclic adenosine monophosphate(cAMP)and 3',5'-cyclic guanosine monophosphate(cGMP)modulate molecular pathways that are involved in a large variety of cellular processes.In the brain,these processes include neurogenesis,neuronal differentiation,activation and function of microglia,and synaptic plasticity,finally resulting in memory formation. 展开更多
关键词 formation processes finally
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Efficient Dataset Generation for Stacked Meat Products Instance Segmentation in Food Automation
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作者 Hoang Minh Pham Anh Dong Le +2 位作者 Pablo Malvido-Fresnillo Saigopal Vasudevan JoséL.Martínez Lastra 《IEEE/CAA Journal of Automatica Sinica》 2026年第1期224-226,共3页
Dear Editor,This letter presents techniques to simplify dataset generation for instance segmentation of raw meat products,a critical step toward automating food production lines.Accurate segmentation is essential for ... Dear Editor,This letter presents techniques to simplify dataset generation for instance segmentation of raw meat products,a critical step toward automating food production lines.Accurate segmentation is essential for addressing challenges such as occlusions,indistinct edges,and stacked configurations,which demand large,diverse datasets.To meet these demands,we propose two complementary approaches:a semi-automatic annotation interface using tools like the segment anything model(SAM)and GrabCut and a synthetic data generation pipeline leveraging 3D-scanned models.These methods reduce reliance on real meat,mitigate food waste,and improve scalability.Experimental results demonstrate that incorporating synthetic data enhances segmentation model performance and,when combined with real data,further boosts accuracy,paving the way for more efficient automation in the food industry. 展开更多
关键词 dataset generation segment anything model sam food automation raw meat productsa automating food production linesaccurate instance segmentation stacked meat products semi automatic annotation
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Comparison and integration of final electromagnetic stirring and thermal soft reduction on continuous casting billet 被引量:12
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作者 Yan-shen Han Wei Yan +3 位作者 Jiang-shan Zhang Jun Chen Wei-qing Chen Qing Liu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2021年第2期160-167,共8页
Final electromagnetic stirring(F-EMS)and thermal soft reduction(TSR)are techniques that improve the inner quality of continuous casting billets,but they have rarely been applied simultaneously.The application effects ... Final electromagnetic stirring(F-EMS)and thermal soft reduction(TSR)are techniques that improve the inner quality of continuous casting billets,but they have rarely been applied simultaneously.The application effects of F-EMS and TSR were compared,and a process integrating F-EMS and TSR was adopted for a billet continuous caster.A heat transfer model was established to calculate the thermal behavior of 82A tire cord steel billet.The locations of F-EMS and TSR were determined,followed by conducting a series of plant trials,involving F-EMS alone,TSR alone,and the integrated process of F-EMS and TSR.The results showed that F-EMS or TSR could effectively improve the inner quality of the billet under their respective suitable working conditions.Moreover,F-EMS was found to be more helpful in terms of improving central segregation,while TSR tended to improve V-segregation,central porosity,and pipe.The integration of F-EMS and TSR allowed the advantages of each technique to be utilized,thereby better improving the inner quality.Among all the working conditions,82A steel billet showed optimum inner quality when the current of F-EMS was 240 A and the cooling intensity of TSR was 2.2 m^(3) h^(−1).These findings demonstrate that the integration of F-EMS and TSR is promising for application on continuous casting billets. 展开更多
关键词 Billet continuous casting final electromagnetic stirring thermal soft reduction Central segregation Inner quality
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Extracting Result Schema Based on Query Instances in the Deep Web 被引量:1
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作者 NIE Tiezheng YU Ge SHEN Derong KOU Yue LIU Wei 《Wuhan University Journal of Natural Sciences》 CAS 2007年第5期835-839,共5页
Deep Web sources contain a large of high-quality and query-related structured date. One of the challenges in the Deep Web is extracting result schemas of Deep Web sources. To address this challenge, this paper describ... Deep Web sources contain a large of high-quality and query-related structured date. One of the challenges in the Deep Web is extracting result schemas of Deep Web sources. To address this challenge, this paper describes a novel approach that extracts both result data and the result schema of a Web database. The approach first models the query interface of a Deep Web source and fills in it with a specifically query instance. Then the result pages of the Deep Web sources are formatted in the tree structure to retrieve subtrees that contain elements of the query instance, Next, result schema of the Deep Web source is extracted by matching the subtree' nodes with the query instance, in which, a two-phase schema extraction method is adopted for obtaining more accurate result schema. Finally, experiments on real Deep Web sources show the utility of our approach, which provides a high precision and recall. 展开更多
关键词 Deep Web schema extraction result schema query instance
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A Genetic Approach to Analyze Algorithm Performance Based on the Worst-Case Instances 被引量:3
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作者 So-Yeong Jeon Yong-Hyuk Kim 《Journal of Software Engineering and Applications》 2010年第8期767-775,共9页
Search-based software engineering has mainly dealt with automated test data generation by metaheuristic search techniques. Similarly, we try to generate the test data (i.e., problem instances) which show the worst cas... Search-based software engineering has mainly dealt with automated test data generation by metaheuristic search techniques. Similarly, we try to generate the test data (i.e., problem instances) which show the worst case of algorithms by such a technique. In this paper, in terms of non-functional testing, we re-define the worst case of some algorithms, respectively. By using genetic algorithms (GAs), we illustrate the strategies corresponding to each type of instances. We here adopt three problems for examples;the sorting problem, the 0/1 knapsack problem (0/1KP), and the travelling salesperson problem (TSP). In some algorithms solving these problems, we could find the worst-case instances successfully;the successfulness of the result is based on a statistical approach and comparison to the results by using the random testing. Our tried examples introduce informative guidelines to the use of genetic algorithms in generating the worst-case instance, which is defined in the aspect of algorithm performance. 展开更多
关键词 Search-Based Software Engineering AUTOMATED Test Data Generation Worst-Case instance Algorithm
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Study on Forced Straight-Line Guidance for the Final Translation Phase of Spacecraft Rendezvous 被引量:1
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作者 Baichun Gong Chenglong He Degang Zhang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2020年第1期207-219,共13页
Aimed at the problem of final translation of space rendezvous for the applications such as docking,inspection and tracking,optimal straight-line guidance algorithm based on pulse/continuous low-thrust in the context o... Aimed at the problem of final translation of space rendezvous for the applications such as docking,inspection and tracking,optimal straight-line guidance algorithm based on pulse/continuous low-thrust in the context of Clohessy-Wiltshire dynamics is proposed.Two modes of guidance strategy:varying-speed and fixed-speed approaching scheme for V-bar and R-bar approach by using constant/finite low-thrust propulsion respectively are studied,and the corresponding fuel-optimal conditions are obtained.Numerical simulation is conducted to verify and test the proposed algorithms.The results show that there is generally no different between the fuel consumptions by using the two different approaching modes for V-bar case.However,the conclusion for Rbar case is different that the using of continuous low-thrust cost more fuel and transfer time. 展开更多
关键词 Space rendezvous final translation straight line guidance
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New Evidence of Detrital Zircon Ages for the Final Closure Time of the Paleo-Asian Ocean in the Eastern Central Asian Orogenic Belt(NE China) 被引量:4
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作者 DU Qingxiang HAN Zuozhen +6 位作者 SHEN Xiaoli HAN Chao SONG Zhigang GAO Lihua HAN Mei ZHONG Wenjian YAN Junlei 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2017年第5期1910-1914,共5页
Objective The NE China is located in the eastern segment of the Central Asian Orogenic Belt(CAOB),which is a large accretionary orogen between the Siberian Craton and the North China Craton(NCC).Many researches ha... Objective The NE China is located in the eastern segment of the Central Asian Orogenic Belt(CAOB),which is a large accretionary orogen between the Siberian Craton and the North China Craton(NCC).Many researches have discussed about the evolution of the Paleo-Asian Ocean(PAO)in the eastern CAOB.However, 展开更多
关键词 Th NE China New Evidence of Detrital Zircon Ages for the final Closure Time of the Paleo-asian Ocean in the Eastern Central asian Orogenic Belt OHS NCC Pb
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Instance Segmentation of Outdoor Sports Ground from High Spatial Resolution Remote Sensing Imagery Using the Improved Mask R-CNN
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作者 Yijia Liu Jianhua Liu +2 位作者 Heng Pu Yuan Liu Shiran Song 《International Journal of Geosciences》 2019年第10期884-905,共22页
Aiming at the land cover (features) recognition of outdoor sports venues (football field, basketball court, tennis court and baseball field), this paper proposed a set of object recognition methods and technical flow ... Aiming at the land cover (features) recognition of outdoor sports venues (football field, basketball court, tennis court and baseball field), this paper proposed a set of object recognition methods and technical flow based on Mask R-CNN. Firstly, through the preprocessing of high spatial resolution remote sensing imagery (HSRRSI) and collecting the artificial samples of outdoor sports venues, the training data set required for object recognition of land cover features was constructed. Secondly, the Mask R-CNN was used as the basic training model to be adapted to cope with outdoor sports venues. Thirdly, the recognition results were compared with the four object-oriented machine learning classification methods in eCognition&#174. The experiment results of effectiveness verification show that the Mask R-CNN is superior to traditional methods not only in technical procedures but also in outdoor sports venues (football field, basketball court, tennis court and baseball field) recognition results, and it achieves the precision of 0.8927, a recall of 0.9356 and an average precision of 0.9235. Finally, from the aspect of practical engineering application, using and validating the well-trained model, an empirical application experiment was performed on the HSRRSI of Xicheng and Daxing District of Beijing respectively, and the generalization ability of the trained model of Mask R-CNN was thoroughly evaluated. 展开更多
关键词 instance Recognition Urban REMOTE SENSING High Spatial Resolution REMOTE SENSING IMAGERY Deep Learning MasK R-CNN
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Detection of Pancytopenia Associated with Clinical Manifestation and Their Final Diagnosis
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作者 Mohammad Arphan Azaad Yongping Li +1 位作者 Qiurong Zhang Haixia Wang 《Open Journal of Blood Diseases》 2015年第3期17-30,共14页
Background: Pancytopenia is a common hematological parameter detected in Hematology department. It is important to find out the etiology of pancytopenia for the better management of patient. Pancytopenia represents a ... Background: Pancytopenia is a common hematological parameter detected in Hematology department. It is important to find out the etiology of pancytopenia for the better management of patient. Pancytopenia represents a wide range of age groups and most pancytopenia is purely of bone marrow dysfunction origin. However, other causes such as hypersplenism and SLE are also frequently encountered. Objectives: To differentiate various causes of pancytopenia, to evaluate the hematological parameters in pancytopenic cases, and to analyze clinical manifestations in cases of pancytopenia. Materials and Methods: There were 25 admitted cases of pancytopenia at Affiliated Hospital of Dali University between the calendar year 2013 and 2014. A detail study was done on the basis of age, gender, clinical features, typical laboratory investigations, bone marrow examination, and final diagnosis. Results and Conclusions: Among 25 cases studied, megaloblastic anemia was the common cause of pancytopenia and incidence of megaloblastic anemia was higher in males after 5th decade of life. Pancytopenic cases age was ranging from 15 to 80 years. Fatigue and dizziness were the most common clinical features presented. 展开更多
关键词 PANCYTOPENIA CAUSES CLINICAL FEATURES final DIAGNOSIS
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Revisiting Akaike’s Final Prediction Error and the Generalized Cross Validation Criteria in Regression from the Same Perspective: From Least Squares to Ridge Regression and Smoothing Splines
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作者 Jean Raphael Ndzinga Mvondo Eugène-Patrice Ndong Nguéma 《Open Journal of Statistics》 2023年第5期694-716,共23页
In regression, despite being both aimed at estimating the Mean Squared Prediction Error (MSPE), Akaike’s Final Prediction Error (FPE) and the Generalized Cross Validation (GCV) selection criteria are usually derived ... In regression, despite being both aimed at estimating the Mean Squared Prediction Error (MSPE), Akaike’s Final Prediction Error (FPE) and the Generalized Cross Validation (GCV) selection criteria are usually derived from two quite different perspectives. Here, settling on the most commonly accepted definition of the MSPE as the expectation of the squared prediction error loss, we provide theoretical expressions for it, valid for any linear model (LM) fitter, be it under random or non random designs. Specializing these MSPE expressions for each of them, we are able to derive closed formulas of the MSPE for some of the most popular LM fitters: Ordinary Least Squares (OLS), with or without a full column rank design matrix;Ordinary and Generalized Ridge regression, the latter embedding smoothing splines fitting. For each of these LM fitters, we then deduce a computable estimate of the MSPE which turns out to coincide with Akaike’s FPE. Using a slight variation, we similarly get a class of MSPE estimates coinciding with the classical GCV formula for those same LM fitters. 展开更多
关键词 Linear Model Mean Squared Prediction Error final Prediction Error Generalized Cross Validation Least Squares Ridge Regression
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The final contest of 2015 Chinese Young Surgeon Contest-surgery for gastric cancer
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作者 Josie C.Huang 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2015年第5期536-537,共2页
The final contest of 2015 Chinese Young Surgeon Contest--surgery fur gastric cancer was successfully held in Beijing International Conference Center on 27th June, 2015. After the exciting contest among the 12 finalist... The final contest of 2015 Chinese Young Surgeon Contest--surgery fur gastric cancer was successfully held in Beijing International Conference Center on 27th June, 2015. After the exciting contest among the 12 finalists, the first prize, Theodor Billroth Prize, was taken by Xian Shen from the First Affiliated Hospital of Wenzhou Medical University in Open Group, and Jian Zhang from Hangzhou First People's Hospital in Endoscope Group. 展开更多
关键词 the final contest of 2015 Chinese Young Surgeon Contest-surgery for gastric cancer
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H&M “Finally” Lands in Beijing Fashion and quality at the best price
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作者 Wang Ting 《China Textile》 2009年第5期38-41,共4页
Yes,the trend boys and girls can buy the latest collection of H&M in Beijing directly,finally.On April 23rd,H&M,Hennes&Mauritz AB,opened its
关键词 Lands in Beijing Fashion and quality at the best price finally H&M
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The Final Return of Hester Prynne
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作者 韩昉 阎伟静 《疯狂英语(理论版)》 2017年第1期168-170,共3页
The Scarlet Letter has been recognized by numerous critics as being one of the greatest of American novels.All the aesthetic effects are perfectly fulfilled by the " final" return of the heroin — Hester Pry... The Scarlet Letter has been recognized by numerous critics as being one of the greatest of American novels.All the aesthetic effects are perfectly fulfilled by the " final" return of the heroin — Hester Prynne.Since her husband and lover have died,her daughter has been married into a noble family of Europe,why does Hester Prynne return to America,and take up her long forsaken shame? The purpose of the article intends to analyze this question.In brief,the decisive factors in regard to the final return of Hester Prynne include many characteristics of Hester Prynne and revealing of social reality. 展开更多
关键词 final return CHARACTERISTICS social reality
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Extreme brightness laser-based neutron pulses as a pathway for investigating nucleosynthesis in the laboratory 被引量:5
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作者 S.N.Chen F.Negoita +3 位作者 K.Spohr E.d’Humieres I.Pomerantz J.Fuchs 《Matter and Radiation at Extremes》 SCIE CAS 2019年第5期7-16,共10页
With the much-anticipated multi-petawatt(PW)laser facilities that are coming online,neutron sources with extreme fluxes could soon be in reach.Such sources would rely on spallation by protons accelerated by the high-i... With the much-anticipated multi-petawatt(PW)laser facilities that are coming online,neutron sources with extreme fluxes could soon be in reach.Such sources would rely on spallation by protons accelerated by the high-intensity lasers.These high neutron fluxes would make possible not only direct measurements of neutron capture andβ-decay rates related to the r-process of nucleosynthesis of heavy elements,but also such nuclear measurements in a hot plasma environment,which would be beneficial for s-process investigations in astrophysically relevant conditions.This could,in turn,finally allow possible reconciliation of the observed element abundances in stars and those derived from simulations,which at present show large discrepancies.Here,we review a possible pathway to reach unprecedented neutron fluxes using multi-PW lasers,as well as strategies to perform measurements to investigate the r-and s-processes of nucleosynthesis of heavy elements in cold matter,as well as in a hot plasma environment. 展开更多
关键词 finally EXTREME DECAY
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The final collision of the CAOB:Constraint from the zircon U-Pb dating of the Linxi Formation,Inner Mongolia 被引量:23
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作者 Jie Han Jian-Bo Zhou +1 位作者 Bin Wang Jia-Lin Cao 《Geoscience Frontiers》 SCIE CAS CSCD 2015年第2期211-225,共15页
The Linxi Formation occupies an extensive area in the eastern Inner Mongolia in the Central Asian Orogenic Belt (CAOB). The Linxi Formation is composed of slate, siltstone, sandstone and plant, lamellibranch microfo... The Linxi Formation occupies an extensive area in the eastern Inner Mongolia in the Central Asian Orogenic Belt (CAOB). The Linxi Formation is composed of slate, siltstone, sandstone and plant, lamellibranch microfossils in the associated strata. Major and trace element data (including REE) for sandstones from the formation indicate that these rocks have a greywacke protolith and have been deposited during a strong tectonic activity. LA-ICPMS U-Pb dating of detrital zircons yield ages of 1801 to 238 Ma for four samples from the Linxi Formation. 425-585 Ma, together with the ~500 Ma age for the metamorphism event previously determined for Northeast China, indicates that their provenance is the metamorphic rocks of Pan-African age that have a tectonic affinity to NE China. A few older zircons with U-Pb ages at 1689-1801 Ma, 1307 1414 Ma, 593-978 Ma are also present, revealing the Neoproterozoic history of NE China. The youngest population shows a peak at ca. 252 Ma, suggesting that the main deposition of the Linxi Formation was at late Permain. Moreover, the ca. 250 Ma zircon grains of all four samples yield weighted mean ^206pb/^238U ages of 250 ± 3 Ma, 248 ± 3 Ma, 249 ± 3 Ma, and 250 ± 2 Ma, respectively. These ages, together with the youngest zircon age in the sample ZJB-28 (ca. 238 Ma), suggest that the deposition of the Linxi Formation extended to the early Triassic. Combining with previous results, we suggest that the final collision of the Central Asian Orogenic Belt (CAOB) in the southern of Linxi Formation, which located in the Solonker-Xra Moron-Changchun suture, and the timing for final collision should be at early Triassic. 展开更多
关键词 Linxi formation LA-ICPMS U-Pb dating Solonker Xra Moron Changchun suture final collision timing Early Triassic Central asian Orogenic Belt
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Review on the management of cardiovascular risk factors in the elderly 被引量:1
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作者 Magali González-Colaço Harmand María del Mar García-Sanz +7 位作者 Antònia Agustí Pablo César Prada-Arrondo Alberto Domínguez-Rodríguez Beatriz Grandal-Leirós David Peña-Otero Natalia Negrín-Mena Jesús Javier López-Hernández Pablo Díez-Villanueva 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2022年第11期894-927,共34页
Cardiovascular risk factors(CVRF)are very prevalent in the elderly population and in addition to predisposing to cardiovascular disease they are related to functional decline,which limits the quality of life in this p... Cardiovascular risk factors(CVRF)are very prevalent in the elderly population and in addition to predisposing to cardiovascular disease they are related to functional decline,which limits the quality of life in this population.The objective of this work is to offer a review of the current evidence in the management of CVRF in the elderly population.The search strategy was executed in PubMed,Clinicalstrials.org and Embase,to search for clinical trials,observational cohort or cross-sectional studies,reviews,and clinical practice guidelines focused or including elderly population.The results provided were refined after reading the title and abstract,as well as elimination of duplicates,and were finally identified and assessed following the GRADE methodology.A total of 136 studies were obtained for all predefined risk factors,such as sedentary lifestyle,smoking,obesity and metabolic syndrome,hypertension,diabetes mellitus,dyslipidemia and alcohol.We described the results of the studies identified and assessed according to their methodological quality in different recommendation sections:diagnostic and prevention,intervention,or treatment in the elderly population.As the main limitation to the results of this review,there is the lack of quality studies whose target population is elderly patients.This issue limits the recommendations that can be made in this population.Due to this reason,comprehensive geriatric assessment seems the best tool currently available to implement the most appropriate treatment plans based on the baseline situation and comorbidity of each elderly patient. 展开更多
关键词 PREVENTION ELDERLY finally
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ON THE PUNCTURED ELASTIC WELDING PROBLEMS OF DIFFERENT ANISOTROPIC MEDIA 被引量:1
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作者 李星 《四川师范大学学报(自然科学版)》 CAS CSCD 1991年第1期33-34,共2页
0 IntroductionThe mathematical problems of fracture of compound materials are very important on practical applica-tions. In this paper, we study the plane welding problems of different anisotropic media with holes,the... 0 IntroductionThe mathematical problems of fracture of compound materials are very important on practical applica-tions. In this paper, we study the plane welding problems of different anisotropic media with holes,theshape of holes and the interface are arbitrary smooth contours. At first, we establish mathematical models,change it into searching complex stress functions, next, we reduce the primitive problems into boundaryvalue problems, and construct the form of solution, under some general restrictions it is reduced to certainsingular integral equations, finally, the existence and the uniqueness of the solution of which are estab-lished.1 The Representation Formula of Complex Stress 展开更多
关键词 SEARCHING estab anisotropic ARBITRARY finally WELDING UNIQUENESS PRIMITIVE rotation INFINITY
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Influences of the Texture Characteristic and Interdendritic LPSO Phase Distribution on the Tensile Properties of Mg–Gd–Y–Zn–Zr Sheets Through Hot Rolling 被引量:2
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作者 Bing Li Ji Wu Bugang Teng 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2021年第8期1051-1064,共14页
The Mg–Gd–Y–Zn–Zr alloy sheets with different texture characteristics and distribution of the interdendritic long periodstacking ordered(LPSO) phases were fabricated through altering the final rolling reduction(FR... The Mg–Gd–Y–Zn–Zr alloy sheets with different texture characteristics and distribution of the interdendritic long periodstacking ordered(LPSO) phases were fabricated through altering the final rolling reduction(FRR). The results showed that the texture characteristic was closely related to FRR and affected the tensile properties of the resulted sheets to some extent. The Schmid factor(SF) of the basal 〈a〉 slip improved with further FRR, which was ascribed to that the dynamic recrystallization(DRX) grains expand into the deformed grains with basal texture. However, the improvement of the tensile yield strength(TYS) with further FRR indicates that the strengthening effect from DRX grains surpasses the weakening effect from the elevated SF. The formation of the line-distributed interdendritic 14 H-LPSO phases can also affect the tensile properties of the resulted sheets. The line-distributed interdendritic 14 H-LPSO phases along rolling direction(RD) can act as reinforcing fiber and contribute to the higher TYS along RD and 45° to some extent, which resulted in the higher TYS along 45° compared with that along transverse direction(TD) for each resulted sheet under the circumstance of approximate basal 〈a〉 and pyramid 〈c + a〉 friction stress. Thus, the tensile yield strength is not only related to the texture, but also depends on the grain size and line-distributed interdendritic LPSO phases. The micro-cracks spread perpendicular to the tension direction, and thus, the larger cracks form within the line-distributed 14 H-LPSO phases during tension along TD, which accounts for the lower fracture elongation along TD. 展开更多
关键词 final rolling reduction Texture characteristic Interdendritic 14H-LPSO phases distribution Tensile property
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