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| 1 | Making Data and Workflows Findable for Machines显示文摘Research data currently face a huge increase of data objects with an increasing variety of types(data types,formats)and variety of workflows by which objects need to be managed across their lifecycle by data infrastructures.Researchers desire to shorten the workflows from data generation to analysis and publication,and the full workflow needs to become transparent to multiple stakeholders,including research administrators and funders.This poses challenges for research infrastructures and user-oriented data services in terms of not only making data and workflows findable,accessible,interoperable and reusable,but also doing so in a way that leverages machine support for better efficiency.One primary need to be addressed is that of findability,and achieving better findability has benefits for other aspects of data and workflow management.In this article,we describe how machine capabilities can be extended to make workflows more findable,in particular by leveraging the Digital Object Architecture,common object operations and machine learning techniques. | Tobias Weigel Ulrich Schwardmann Jens Klump Sofiane Bendoukha Robert Quick | 2020 | Data Intelligence2020，2，1： | 3 |
| 2 | Oral administration of Eucalyptus globulus extract reduces the alloxan-induced oxidative stress in rats显示文摘 | Soussi Ahlem Hamden Khaled Marouane Wafa Bezzine Sofiane Damak Mohamed Murat Jean-Claude El Feki Abdelfattah | 2009 | Chemico-Biological Interactions2009，，1： | 2 |
| 3 | Nestin expression in the retina of rats with inherited retinal degeneration显示文摘 | Fatemeh Valamanesh Julie Monnin Nadège Morand-Villeneuve Germaine Michel Murhaf Zaher Sofiane Miloudi Deborah Chemouni Jean-Claude Jeanny Claudine Versaux-Botteri | 2013 | Experimental Eye Research2013，，： | 1 |
| 4 | Interpretation of tansformet FRA responses--Part I:Influence of nding smacture显示文摘 | Wang ZjA J Sofian D M | 2009 | IEEE Ttansacdons on Power Ddive2009，24，2： | 1 |
| 5 | Vancomycin-resistant Enterococcus outbreak in a neonatal intensive care unit: Epidemiology, molecular analysis and risk factors显示文摘 | Elias Iosifidis Ioanna Evdoridou Eleni Agakidou Elpis Chochliourou Efthimia Protonotariou Konstantina Karakoula Ioannis Stathis Danai Sofianou Vassiliki Drossou-Agakidou Spyros Pournaras Emmanuel Roilides | 2013 | AJIC: American Journal of Infection Control2013，，： | 1 |
| 6 | Application Service Provision:Origins and Development显示文摘 | D E Sofiane Tebboune | 2003 | Business Process Management Journal2003，9，6： | 1 |
| 7 | Organoselenium compounds as potential the rapeutic and chemo preventive agents显示文摘 | Sofian | 2004 | Current Medicinal Chemistry2004，11，12： | 1 |
| 8 | Gaussian process for nonstationary time series prediction显示文摘 | Sofiane Brahim-Belhouari Amine Bermak | 2004 | Computational Statistics and Data Analysis2004，，4： | 1 |
| 9 | A general repair proportional hazards framework to model complex repairable systems显示文摘 | Sofiane Gasmi C Ernie Love Waltraud Kahle | 2003 | IEEE Transactions on Reliability2003，52，1： | 1 |
| 10 | Risk factors for human brucellosis in Iran: a case–control study显示文摘 | Masomeh Sofian Arezoo Aghakhani Ali Akbar Velayati Mohammad Banifazl Ali Eslamifar Amitis Ramezani | 2007 | International Journal of Infectious Diseases2007，，： | 1 |
| 11 | Challenges in designing mechatronic systems 显示文摘 | Jonas Morkeberg Torry - Smith Ahsan Qamar Sofiane Achiche | 2013 | Journalof Mechanical Design2013，，1： | 1 |
| 12 | Gaussian process for nonstationary times series prediction显示文摘 | Sofiane Brahim-Belhouari Amine Bermak | 2004 | Computational Statistics & Data Analysis2004，47，4： | 1 |
| 13 | Hard and Soft Scheduling Protocol on Ethernet Networks显示文摘 | Ouni Sofiane Farouk Kamoun | 2002 | IEEE Transactions on Systems2002，，： | 1 |
| 14 | Pulsed magnetic flux leakage techniques for crack detection and characterization显示文摘 | Ali Sophian Gui Yun Tian Sofiane Zairi | 2006 | Sensorsand Actuators2006，125，2： | 1 |
| 15 | Low molecular weight serine protease from the viscera of sardinelle ( Sardinella aurita ) with collagenolytic activity: Purification and characterisation显示文摘 | Ben Khaled Hayet Nasri Rym Bougatef Ali Ghorbel Sofiane Nasri Moncef | 2010 | Food Chemistry2010，，3： | 1 |
| 16 | Detection of extended spectrum β-lactamase in clinical isolation of Enterobacter cloacae and Enter-obacteraerogens显示文摘 | Tzzelepi E Sofianou D | 2000 | J Clin Microbiol2000，38，： | 1 |
| 17 | Detection of extencle-speetrum -lactamases in clinical isolates of Enterobacter cloacae and Enterobacter aerogenes 显示文摘 | Tzelepi E Giakkoupi P Sofianou D | 2000 | J Clin Microbiol2000，38，： | 1 |
| 18 | Analysis of risk factors for ventilator-associated pneumonia in a multi-disciplinary intensive care unit 显示文摘 | SOFIANOU D C CONSTANDINIDIS T C YANNA-COU M et al | 2000 | Eur J Clin Microbiol Infect Dis2000，19，： | 1 |
| 19 | Interpretation of trans- former FRA responses-Part I: Influence of winding structure 显示文摘 | Wang Z D Li J Sofian D M | 2009 | IEEE Transactions on Power De|ivery2009，24，2： | 1 |
| 20 | Gaussian Process for Nonstaitonary Time Series Prediction 显示文摘 | Sofiane Brahim-Belhouari Amine Bermak | 2004 | Computational Statistics & Data Analysis2004，，47： | 1 |
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