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DDIRNet:robust radar emitter recognition via single domain generalization
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作者 WU Honglin LI Xueqiong +2 位作者 HUANG Junjie JIN Ruochun TANG Yuhua 《Journal of Systems Engineering and Electronics》 2025年第2期397-404,共8页
Automatically recognizing radar emitters from com-plex electromagnetic environments is important but non-trivial.Moreover,the changing electromagnetic environment results in inconsistent signal distribution in the rea... Automatically recognizing radar emitters from com-plex electromagnetic environments is important but non-trivial.Moreover,the changing electromagnetic environment results in inconsistent signal distribution in the real world,which makes the existing approaches perform poorly for recognition tasks in different scenes.In this paper,we propose a domain generaliza-tion framework is proposed to improve the adaptability of radar emitter signal recognition in changing environments.Specifically,we propose an end-to-end denoising based domain-invariant radar emitter recognition network(DDIRNet)consisting of a denoising model and a domain invariant representation learning model(IRLM),which mutually benefit from each other.For the signal denoising model,a loss function is proposed to match the feature of the radar signals and guarantee the effectiveness of the model.For the domain invariant representation learning model,contrastive learning is introduced to learn the cross-domain feature by aligning the source and unseen domain distri-bution.Moreover,we design a data augmentation method that improves the diversity of signal data for training.Extensive experiments on classification have shown that DDIRNet achieves up to 6.4%improvement compared with the state-of-the-art radar emitter recognition methods.The proposed method pro-vides a promising direction to solve the radar emitter signal recognition problem. 展开更多
关键词 radar emitter recognition domain generalization DENOISING contrastive learning data augmentation.
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An improved model for predicting thermal contact resistance at multi-layered rock interface
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作者 WEN Min-jie XIE Jia-hao +4 位作者 LI Li-chen TIAN Yi EL NAGGAR M.Hesham MEI Guo-xiong WU Wen-bing 《Journal of Central South University》 2025年第1期229-243,共15页
This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi... This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi analytical solutions of temperature increment and displacement of multi-layered composite structures are obtained by using the Laplace transform method,upon which the effects of thermal resistance coefficient,partition coefficient,thermal conductivity ratio and heat capacity ratio on the responses are studied.The results show that the generalized imperfect thermal contact model can realistically describe the imperfect thermal contact problem.Accordingly,it may degenerate into other thermal contact models by adjusting the thermal resistance coefficient and partition coefficient. 展开更多
关键词 multi-layered structures general thermal contact model thermal contact resistance GL thermoelastic theory Laplace transform
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General模型辅助变量辨识方法的研究 被引量:1
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作者 刘淑霞 黄敏 《计算机工程与应用》 CSCD 北大核心 2008年第14期54-56,共3页
对于存在相关噪声干扰的General系统,研究了一种新的辨识方法。首先系统模型用一个有限的脉冲响应(FIR)模型逼近,得到一个Box-Jenkins模型,再使用辅助变量法辨识系统参数,最后根据模型等价原理确定原系统的参数估计。仿真结果表明:在这... 对于存在相关噪声干扰的General系统,研究了一种新的辨识方法。首先系统模型用一个有限的脉冲响应(FIR)模型逼近,得到一个Box-Jenkins模型,再使用辅助变量法辨识系统参数,最后根据模型等价原理确定原系统的参数估计。仿真结果表明:在这种近似下递推辅助变量法(RIV)比递推广义增广最小二乘法(RGELS)可以得到更好的参数估计。 展开更多
关键词 general模型 递推广义增广最小二乘 辅助变量法 参数估计
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2D multi-model general predictive iterative learning control for semi-batch reactor with multiple reactions 被引量:2
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作者 BO Cui-mei YANG Lei +2 位作者 HUANG Qing-qing LI Jun GAO Fu-rong 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第11期2613-2623,共11页
Batch to batch temperature control of a semi-batch chemical reactor with heating/cooling system was discussed in this study. Without extensive modeling investigations, a two-dimensional(2D) general predictive iterativ... Batch to batch temperature control of a semi-batch chemical reactor with heating/cooling system was discussed in this study. Without extensive modeling investigations, a two-dimensional(2D) general predictive iterative learning control(2D-MGPILC) strategy based on the multi-model with time-varying weights was introduced for optimizing the tracking performance of desired temperature profile. This strategy was modeled based on an iterative learning control(ILC) algorithm for a 2D system and designed in the generalized predictive control(GPC) framework. Firstly, a multi-model structure with time-varying weights was developed to describe the complex operation of a general semi-batch reactor. Secondly, the 2 D-MGPILC algorithm was proposed to optimize simultaneously the dynamic performance along the time and batch axes. Finally, simulation for the controller design of a semi-batch reactor with multiple reactions was involved to demonstrate that the satisfactory performance could be achieved despite of the repetitive or non-repetitive disturbances. 展开更多
关键词 two-dimensional system iterative learning CONTROL general PREDICTIVE CONTROL semi-batch REACTOR
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Analytical solution of temperature in laminated beams subjected to general thermal boundary conditions 被引量:3
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作者 QIAN Hai QIU Yue-xiang +1 位作者 LU Chun-hua YANG Yang 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第2期561-571,共11页
The temperature distribution in laminated beams underging thermal boundary conditions has been investigated.The thermal boundary conditions are general and include various combinations of prescribed heat fluxes and te... The temperature distribution in laminated beams underging thermal boundary conditions has been investigated.The thermal boundary conditions are general and include various combinations of prescribed heat fluxes and temperatures at the edges.An analytical solution of temperature for the laminated beam is present on the basis of the heat conduction theory in this paper.The proposed method is applicable to the beams with arbitrary thickness and layer numbers.Due to the complexity of the boundary conditions,the temperature field to be determined was considered from two sources.The first part was the temperature field from the complex temperature conditions at two edges of the laminated beam.The solution for the temperature of the first part was constructed to satisfy temperature boundary conditions at two edges.The second part was the temperature field from the upper and lower surface temperatures without taking account of the thermal conditions at two edges.In this part,the exact solution for the temperature was obtained based on the heat conduction theory.The convergence of the solution was examined by analyzing terms of Fourier series.The validity and feasibility of the proposed method was verified by comparing theoretical results with numerical results due to the equivalent single layer approach and the finite element method(FEM).The influences of surface temperatures,beam thicknesses,layer numbers and material properties with respects to the solution of the temperature field of the beam were investigated via a series of parametric studies. 展开更多
关键词 temperature field laminated beam transfer matrix general temperature boundary
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Progressive failure processes of reinforced slopes based on general particle dynamic method 被引量:4
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作者 赵毅 周小平 钱七虎 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第10期4049-4055,共7页
In order to resolve grid distortions in finite element method(FEM), the meshless numerical method which is called general particle dynamics(GPD) was presented to simulate the large deformation and failure of geomateri... In order to resolve grid distortions in finite element method(FEM), the meshless numerical method which is called general particle dynamics(GPD) was presented to simulate the large deformation and failure of geomaterials. The Mohr-Coulomb strength criterion was implemented into the code to describe the elasto-brittle behaviours of geomaterials while the solid-structure(reinforcing pile) interaction was simulated as an elasto-brittle material. The Weibull statistical approach was applied to describing the heterogeneity of geomaterials. As an application of general particle dynamics to slopes, the interaction between the slopes and the reinforcing pile was modelled. The contact between the geomaterials and the reinforcing pile was modelled by using the coupling condition associated with a Lennard-Jones repulsive force. The safety factor, corresponding to the minimum shear strength reduction factor "R", was obtained, and the slip surface of the slope was determined. The numerical results are in good agreement with those obtained from limit equilibrium method and finite element method. It indicates that the proposed geomaterial-structure interaction algorithm works well in the GPD framework. 展开更多
关键词 general particle dynamic algorithm(GPD) slope stability progressive failure process geomaterial-structure interaction
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Forecasting model of residential load based on general regression neural network and PSO-Bayes least squares support vector machine 被引量:5
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作者 何永秀 何海英 +1 位作者 王跃锦 罗涛 《Journal of Central South University》 SCIE EI CAS 2011年第4期1184-1192,共9页
Firstly,general regression neural network(GRNN) was used for variable selection of key influencing factors of residential load(RL) forecasting.Secondly,the key influencing factors chosen by GRNN were used as the input... Firstly,general regression neural network(GRNN) was used for variable selection of key influencing factors of residential load(RL) forecasting.Secondly,the key influencing factors chosen by GRNN were used as the input and output terminals of urban and rural RL for simulating and learning.In addition,the suitable parameters of final model were obtained through applying the evidence theory to combine the optimization results which were calculated with the PSO method and the Bayes theory.Then,the model of PSO-Bayes least squares support vector machine(PSO-Bayes-LS-SVM) was established.A case study was then provided for the learning and testing.The empirical analysis results show that the mean square errors of urban and rural RL forecast are 0.02% and 0.04%,respectively.At last,taking a specific province RL in China as an example,the forecast results of RL from 2011 to 2015 were obtained. 展开更多
关键词 residential load load forecasting general regression neural network (GRNN) evidence theory PSO-Bayes least squaressupport vector machine
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Bayesian Influence Assessments in a Growth Curve Model with General Covariance Structure 被引量:2
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作者 BAI PENG PAN JIANXIN FEI YU 《应用概率统计》 CSCD 北大核心 1999年第1期53-62,共10页
The problem considered here is to assess the Bayesian influence on the unknown param-eter matrices in a grwoth curve model with the general covariance structure.Under the non-information prior distribution assumption,... The problem considered here is to assess the Bayesian influence on the unknown param-eter matrices in a grwoth curve model with the general covariance structure.Under the non-information prior distribution assumption,the Kullback-Leibler divergence is employed to eval-uate the effect of a designated response matrix on the posterior distribution of the parameter matrix. 展开更多
关键词 Groveth Curve Model general Covariance Structure Prior and Posterior Dis-tribution Kullback-Leibler Divergence
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TEDA(Tianjin Economic-technological Development Area)——A General Survey, Experience and the Plan for Future Development. 被引量:2
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作者 Tian gui-ming Chi Chang-gui Wan Qian Spokesman, Director of the Commission Office of TEDA. Visiting Professor of Tianjin Institute of Commerce M. A. of Economies, Vice Director of the Commission Office of TEDA Deputy Chief of Secretary Section of the Commission Office of TEDA Shen Huan 《南开经济研究》 CSSCI 北大核心 1994年第S1期26-34,共9页
Since its establishment about ten years ago, TEDA has taken advantage of eachopportune time created by China’s policy of opening wider and wider to the outsideworld and the rapid economic growth to deepen its reform ... Since its establishment about ten years ago, TEDA has taken advantage of eachopportune time created by China’s policy of opening wider and wider to the outsideworld and the rapid economic growth to deepen its reform and extend its exploitation,and thus has maintained a favorable momentum and an extraordinary high speed foreconomic development. With the total economic output of the whole area raised to 展开更多
关键词 TEDA Tianjin Economic-technological Development Area A general Survey Experience and the Plan for Future Development
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General calculation formulas and recurrence relations of radial matrix elements for relativistic n-dimensional hydrogen atom of spin S=0 被引量:1
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作者 CHENChang-yuan LUFa-lin SUNDong-sheng 《原子与分子物理学报》 CAS CSCD 北大核心 2004年第3期432-440,共9页
In this paper, the general calculation formulas of radial matrix elements for relativistic n-dimensional hydrogen atom of spin S=0 are obtained, and the recurrence relation of different power order radial matrix eleme... In this paper, the general calculation formulas of radial matrix elements for relativistic n-dimensional hydrogen atom of spin S=0 are obtained, and the recurrence relation of different power order radial matrix elements are also derived. 展开更多
关键词 n-dimensional hydrogen atom-type potential Klein-Cordon equation Radial matrix dements general calculation FORMULAS RECURRENCE relations
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Introducing atmospheric angular momentum into prediction of length of day change by generalized regression neural network model 被引量:9
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作者 王琪洁 杜亚男 刘建 《Journal of Central South University》 SCIE EI CAS 2014年第4期1396-1401,共6页
The general regression neural network(GRNN) model was proposed to model and predict the length of day(LOD) change, which has very complicated time-varying characteristics. Meanwhile, considering that the axial atmosph... The general regression neural network(GRNN) model was proposed to model and predict the length of day(LOD) change, which has very complicated time-varying characteristics. Meanwhile, considering that the axial atmospheric angular momentum(AAM) function is tightly correlated with the LOD changes, it was introduced into the GRNN prediction model to further improve the accuracy of prediction. Experiments with the observational data of LOD changes show that the prediction accuracy of the GRNN model is 6.1% higher than that of BP network, and after introducing AAM function, the improvement of prediction accuracy further increases to 14.7%. The results show that the GRNN with AAM function is an effective prediction method for LOD changes. 展开更多
关键词 general regression neural network(GRNN) length of day atmospheric angular momentum(AAM) function prediction
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Protective effects of General Ginsenoside against the pulmonary fibrosis in mice
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《中国药理学通报》 CAS CSCD 北大核心 2015年第B11期125-125,共1页
Aim To investigate the effects of general ginsenoside on the pulmonary fibrosis in mice. Methods All the animals were divided into the sham operation group, model control group and the groups administered with gen- er... Aim To investigate the effects of general ginsenoside on the pulmonary fibrosis in mice. Methods All the animals were divided into the sham operation group, model control group and the groups administered with gen- eral ginsenoside (40, 80, 160 mg · kg^-1) and prednisone (5 mg · kg^-1) group. The mice pulmonary fibrosis was induced by bleomycin (BLM 5 mg · kg^-1) and general ginsenoside (40, 80 and 160 mg · kg^-1) and prednisone ( 5 mg · kg^- 1 ) were given the day after surgery for 28consecutive days. The pulmonary fibrosis induced by bleomy- cin (BLM 5 mg · kg^-1) was evidenced by the pulmonary index, histopathology, and by the expression of alpha smooth muscle actin (oL-SMA). Results Compared with that of the sham operation control, the pulmonary index were remarkably increased, Pathological examination demonstrated that BLM administration induced focal fibrotie lesions ( Alveolitis and pulmonary fibrosis) in mice lungs, and the expression of α-SMA mRNA was elevated for sev- eral time in the model control. However, compared with model control, general ginsenoside and prednisone admin- istrated could cause significantly decreases in the pulmonary index, the degree and extent of alveolitis and fibrosis had different degree of ease, reduce the elevated α-SMA mRNA expression. Conclusion General ginsenoside in- duced protection against the pulmonary fibrosis induced by bleomycin in mice. 展开更多
关键词 general GINSENOSIDE PULMONARY FIBROSIS alpha SMOOTH MUSCLE ACTIN mouse
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An AI Embedded Object-Oriented Approach for Formulating Computable General Equilibrium
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作者 Li Tong (Department of Automatic Control Engineering, Huazhong University of Science and Technology, Wuhan 430074, P. R. China) Chen Shuheng (Department of Economics, National Chengchi University, Taipei, 11623) Feng Shan (Department of Automatic Control 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2000年第1期14-21,共8页
This paper proposes and illustrates an AI embedded object-oriented methodology to formulate the computable general equilibrium (CGE) models. In this framework, a CGE model is viewed as a collection of objects embedd... This paper proposes and illustrates an AI embedded object-oriented methodology to formulate the computable general equilibrium (CGE) models. In this framework, a CGE model is viewed as a collection of objects embedded AI or namely agents in computer world, corresponding to economic agents and entities in real world, such as government, households, markets and so on. A frame representation of major objects in CGE model is used for trade and environment. Embedded Al object-oriented approach (or software agent) is used in the CGE model representation can able to narrow the gap among the semantic representation, formal CGE (mathematical) representation and computer and algorithm representation, and to improve CGE in understanding and maintenance etc. In such a system, constructing a CGE model to appear an intuitive process rather than an abstract process. This intuitive process needs more understanding of the substance of economics and the logic underlying the problem rather than mathematical notation. 展开更多
关键词 Computable general equilibrium Artificial intelligence Object-oriented method Agents.
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British Journal of General Practice 2015年12月目次选登
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作者 本刊编辑部 《中国全科医学》 CAS CSCD 北大核心 2016年第3期331-331,共1页
关键词 患者 British Journal of general Practice 2015 医疗
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General Contents of Vol.17,2010
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《Journal of Central South University》 SCIE EI CAS 2010年第6期I0001-I0010,共10页
关键词 general Contents of Vol.17 2010 OU
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Secondary Nonlinear Stability of General Linear Methods for Stiff Initial Value Problems
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作者 Xiao Aiguo & Yan Zizong (Department of Mathematics, Xiangtan University, Hunan, 411105, P.R.China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1995年第3期83-89,共7页
In 1992, Cooper [2] has presented some new stability concepts for Runge-Kutta methods whichis based on two slightly different test problems, and obtained the algebraic conditions that guarantee newstability properties... In 1992, Cooper [2] has presented some new stability concepts for Runge-Kutta methods whichis based on two slightly different test problems, and obtained the algebraic conditions that guarantee newstability properties. In this paper, we extend these results to general linear methods and to more generalproblem class Kστ. The concepts of (k, p, q)-secondary stability and (k, p. q)-secondary stability are introduced, and the criteria of secondary algebraic stability are also established. The criteria relax algebraicstability conditions while retaining the virtues of a nonlinear test problem. 展开更多
关键词 general linear methods Stiff problems Secondary nonlinear stability
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General scheduling framework in computational Grid based on Petri net
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作者 HU Zhi-gang HU Rong GUI Wei-hua CHEN Jian-er CHEN Song-qiao 《Journal of Central South University of Technology》 2005年第z1期232-237,共6页
A general scheduling framework (GSF) for independent tasks in computational Grid is proposed in this paper, which modeled by Petri net and located on the layer of Grid scheduler. Furthermore, a new mapping algorithm a... A general scheduling framework (GSF) for independent tasks in computational Grid is proposed in this paper, which modeled by Petri net and located on the layer of Grid scheduler. Furthermore, a new mapping algorithm aimed at time and cost is designed on the basis of this framework. The algorithm uses weighted average fuzzy applicability to express the matching degree between available machines and independent tasks. Some existent heuristic algorithms are tested in GSF, and the results of simulation and comparison not only show good flexibility and adaptability of GSF, but also prove that, given a certain aim, the new algorithm can consider the factors of time and cost as a whole and its performance is higher than those mentioned algorithms. 展开更多
关键词 general scheduling framework Meta-tasks COMPUTATIONAL GRID PETRI net algorithm
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Principle and key technology of generalized high precision simulation of TT&C channel
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作者 Yang Zhou Zhe Zheng Siliang Wu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第2期318-323,共6页
A generalized simulation method of the tracking,telemetry and control(TT&C) channel,which is applicable to wideband and arbitrary radio frequency(RF) signal,is proposed.It can accurately simulate the dynamic tran... A generalized simulation method of the tracking,telemetry and control(TT&C) channel,which is applicable to wideband and arbitrary radio frequency(RF) signal,is proposed.It can accurately simulate the dynamic transmission delay of the arbitrary RF signal in channels,especially regardless of any prior knowledge including signal form,signal parameters,and so on.The proposed method orthogonally demodulates the wideband and arbitrary RF signal to complex baseband by a known local oscillator(LO) signal.Whereafter,it takes measures to obtain the delay reconstruction signal of baseband signals based on the dynamic transmission delay between a ground station and a responder.Meanwhile,it manages to obtain the delay reconstruction signal of LO signals.The simulation output signal(the delayed RF signal) can be achieved through the synthesis of the two delay reconstruction signals mentioned above.The principle and its related key technology are described in detail,and the realizable system architecture is given. 展开更多
关键词 generalization channel simulation high precision dynamic delay reconstruction dynamic delay cancellation
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British Journal of General Practice 2016年4月目次选登
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作者 本刊编辑部 《中国全科医学》 CAS CSCD 北大核心 2016年第15期1817-1817,共1页
关键词 British Journal of general Practice 2016 诊所
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British Journal of General Practice 2015年10月目次选登
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作者 本刊编辑部 《中国全科医学》 CAS CSCD 北大核心 2015年第33期4136-4136,共1页
The future of primary care?Reflections on the Primary Care Workforce Commission report初级医疗的未来如何?关于初级医疗劳动委员会报告的思考Low vitamin D prevalence at the GP practice全科医生诊断过程中维生素D缺乏患病率Nu... The future of primary care?Reflections on the Primary Care Workforce Commission report初级医疗的未来如何?关于初级医疗劳动委员会报告的思考Low vitamin D prevalence at the GP practice全科医生诊断过程中维生素D缺乏患病率Nursing consultations and control of diabetes in general practice: 展开更多
关键词 全科医生 医疗 GP British Journal of general Practice 2015
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