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| 1 | Understanding important features of deep learning models for segmentation of high-resolution transmission electron microscopy images显示文摘Cutting edge deep learning techniques allow for image segmentation with great speed and accuracy.However,application to problems in materials science is often difficult since these complex models may have difficultly learning meaningful image features that would enable extension to new datasets.In situ electron microscopy provides a clear platform for utilizing automated image analysis.In this work,we consider the case of studying coarsening dynamics in supported nanoparticles,which is important for understanding,for example,the degradation of industrial catalysts.By systematically studying dataset preparation,neural network architecture,and accuracy evaluation,we describe important considerations in applying deep learning to physical applications,where generalizable and convincing models are required.With a focus on unique challenges that arise in high-resolution images,we propose methods for optimizing performance of image segmentation using convolutional neural networks,critically examining the application of complex deep learning models in favor of motivating intentional process design. | James P.Horwath Dmitri N.Zakharov Rémi Mégret Eric A.Stach | 2020 | npj Computational Materials2020，，1： | 8 |
| 2 | Neurohumoral,cardiac and inflammatory markers in the evaluation of heart failure severity and progression显示文摘Heart failure is common in adult population,accounting for substantial morbidity and mortality worldwide.The main risk factors for heart failure are coronary artery disease,hypertension,obesity,diabetes mellitus,chronic pulmonary diseases,family history of cardiovascular diseases,cardiotoxic therapy.The main factor associated with poor outcome of these patients is constant progression of heart failure.In the current review we present evidence on the role of established and candidate neurohumoral biomarkers for heart failure progression management and diagnostics.A growing number of biomarkers have been proposed as potentially useful in heart failure patients,but not one of them still resembles the characteristics of the'ideal biomarker.'A single marker will hardly perform well for screening,diagnostic,prognostic,and therapeutic management purposes.Moreover,the pathophysiological and clinical significance of biomarkers may depend on the presentation,stage,and severity of the disease.The authors cover main classification of heart failure phenotypes,based on the measurement of left ventricular ejection fraction,including heart failure with preserved ejection fraction,heart failure with reduced ejection fraction,and the recently proposed category heart failure with mid-range ejection fraction.One could envisage specific sets of biomarker with different performances in heart failure progression with different left ventricular ejection fraction especially as concerns prediction of the future course of the disease and of left ventricular adverse/reverse remodeling.This article is intended to provide an overview of basic and additional mechanisms of heart failure progression will contribute to a more comprehensive knowledge of the disease pathogenesis. | Ekaterina A Polyakova Evgeny N Mikhaylov Dmitry L Sonin Yuri V Cheburkin Mikhail M Galagudza | 2021 | Journal of Geriatric Cardiology2021，18，1： | 4 |
| 3 | Sonochemical Synthesis of Highly Luminescent Zinc Oxide Nanoparticles Doped with Magnesium(II)显示文摘 | Huan‐Ming Xiong Dmitry G. Shchukin Helmuth M?hwald Yang Xu Yong‐Yao Xia | 2009 | Angew. Chem. Int. Ed2009，，15： | 2 |
| 4 | Comprehensive study on the chemical structure of dioxane lignin from plantation eucalyptus globulus wood 显示文摘 | DMITRY V Evtuguin CARLOS Pascoal Neto ARTUR M S Silva | 2001 | Journal of Agricultural and Food Chemistry2001，49，9： | 1 |
| 5 | Improved synthesis of graphene oxide 显示文摘 | Daniela C Marcano Dmitry V Kosynkin Jacob M Berlin | 2010 | ACS Nano2010，4，8： | 1 |
| 6 | Effect of hemagglutinin glycoprotein on influenza virus susceptibility to neuraminidase inhibitors 显示文摘 | Vasiliy P M Dmitri N Frederick G | 2005 | J Virol2005，79，12： | 1 |
| 7 | Time tuning of ferroelectric film varactors under pulse voltages 显示文摘 | ANDREY B VITALY V O DMITRY M K | 2007 | Applied Physics Letters2007，91，02： | 1 |
| 8 | Utilisation of a multitubular reactor system for parallel screening of catalysts for ring opening of decalin in continuous mode显示文摘 | Kalle Arve P?ivi M?ki-Arvela Kari Er?nen Marja Tiitta Tapio Salmi Dmitry Yu. Murzin | 2014 | Chemical Engineering Journal2014，，： | 1 |
| 9 | Effect of Two-and Three-locus linkage disequilibrium on the power to detect marker/phenotype associations显示文摘 | Dahila M N Margaret G E Dmitri V Z | 2004 | Genetics2004，168，： | 1 |
| 10 | Improved synthesis of graphene oxide 显示文摘 | Daniela C Marcano Dmitry V Kosynkin Jacob M Berlin | 2010 | ACS Nano2010，4，： | 1 |
| 11 | Resilience and mental health 显示文摘 | Dmitry M Davydov Stewart R | 2010 | Clin Psychol Rev2010，30，1： | 1 |
| 12 | A sparse signal reconstruction perspective for source localization with sensor arrays 显示文摘 | Dmitry M Mujdat C Alan S W | 2005 | IEEE Transactions on Signal Processing2005，53，8： | 1 |
| 13 | Influence of catalyst pretrentment ona-pinene isomerization over natural clays 显示文摘 | GONUL G DMITRY Y M | 2002 | React Kinet CatalLett2002，75，2： | 1 |
| 14 | Model validation for the August 10,1996 WSCC system outage显示文摘 | Dmitry N K Carson W T William A M | 1999 | IEEE Transactions on Power Systems1999，14，3： | 1 |
| 15 | The effect of rapid thermal processing (RTP) on TiN coatings deposited by PVD and the steel-turning performance of coated cemen- ted carbide 显示文摘 | Anthoy J Perry J N Steve J Bull Dmitri I P Peter C R Trevor F P Daniel E G James T John J V Robert E D Vladinmir R Alexey B M | 1999 | Surface and Coatings Technology1999，120，121： | 1 |
| 16 | An interim dynamic induction motor model for stability studies in the WSCC显示文摘 | Les P Dmitry K Peter M | 2002 | IEEE Trans on Power Systems2002，17，4： | 1 |
| 17 | Improved synthesis of graphene oxide 显示文摘 | Daniela C Marcano Dmitry V Kosynkin Jacob M Berlin | 2010 | ACS nano2010，4，8： | 1 |
| 18 | A capsid- modified helper- dependent adenovirus vector containing the globin locus control region displays a nonrandom integration pattern and allows stable, erythroid-specific gene expression显示文摘 | Hongjie Wang Dmitry M Shayakhmetov Tobias Leege | 2005 | J Virol2005，79，10： | 1 |
| 19 | Model validation for August 10, 1996 WSCC system outage显示文摘 | Dmitry N K Carson W T William A M | 1999 | IEEE Trans on Power Systems1999，14，3： | 1 |
| 20 | 显示文摘 | THOMAS D S RALPH M DMITRY B | 2003 | J Chem Phys2003，119，14： | 1 |
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