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| 1 | Virtual screening of inorganic materials synthesis parameters with deep learning显示文摘Virtual materials screening approaches have proliferated in the past decade,driven by rapid advances in first-principles computational techniques,and machine-learning algorithms.By comparison,computationally driven materials synthesis screening is still in its infancy,and is mired by the challenges of data sparsity and data scarcity:Synthesis routes exist in a sparse,highdimensional parameter space that is difficult to optimize over directly,and,for some materials of interest,only scarce volumes of literature-reported syntheses are available.In this article,we present a framework for suggesting quantitative synthesis parameters and potential driving factors for synthesis outcomes.We use a variational autoencoder to compress sparse synthesis representations into a lower dimensional space,which is found to improve the performance of machine-learning tasks.To realize this screening framework even in cases where there are few literature data,we devise a novel data augmentation methodology that incorporates literature synthesis data from related materials systems.We apply this variational autoencoder framework to generate potential SrTiO_(3) synthesis parameter sets,propose driving factors for brookite TiO_(2) formation,and identify correlations between alkali-ion intercalation and MnO_(2) polymorph selection. | Edward Kim Kevin Huang Stefanie Jegelka Elsa Olivetti | 2017 | npj Computational Materials2017，，1： | 14 |
| 2 | 单个汽球 enteroscopy : 技术方面和临床的应用显示文摘 The small bowel has long been considered a black box for endoscopists because of its long length and the presence of multiple complex loop. Most of the small bowel is inaccessible by traditional endoscopic means. In addition, radiographic studies have significant limitations with regard to diagnostic yield, and surgery is an invasive alternative. This limitation was overcome through the development of balloon enteroscopy that becomes established throughout the world for diagnostic and therapeutic examinations of the small bowel. The single-balloon enteroscope (SBE) system (Olympus, Tokyo, Japan) was introduced into the commercial market in 2007. Several study demonstrated its efficacy and safety. Early reports on the use of singleballoon enteroscopy have suggested a high diagnostic yield and similar therapeutic potential to that of the double-balloon endoscope. SBE is viable technique for in the management of small bowel disease. Technically, it is easy to perform, may be efficient, and in the literature data available, seems to provide high diagnostic and therapeutic yield. | Mauro Manno Carmelo Barbera Helga Bertani Raffaele Manta Vincenzo Giorgio Mirante Emanuele Dabizzi Angelo Caruso Flavia Pigo Giampiero Olivetti Rita Conigliaro | 2012 | World Journal of Gastrointestinal Endoscopy2012，4，2： | 8 |
| 3 | Apoptosis in the failing human heart显示文摘 | Olivetti G Abbi R Quaini F | 1997 | N Engl J Med1997，336，： | 1 |
| 4 | Apoptosis in the failing human heart 显示文摘 | Quaini F Abbi R | 1997 | N Engl J Med1997，336，： | 1 |
| 5 | Gender differences and aging: effeets on the human heart显示文摘 | OLIVETTI G GIORDANO G CORRADI D | 1995 | J Am Coil Cardiol1995，26，4： | 1 |
| 6 | Acute myocardial infarction in humans is associated with activation of programmed myocyte cell death in the surviving portion of the heart显示文摘 | Olivetti G Quaini F Sala R | 1996 | J Mol Cell Cardiol1996，28，9： | 1 |
| 7 | Apoptosis in the failing hman heart显示文摘 | Abbi R Quaini F | 1997 | N Engl J Med1997，336，16： | 1 |
| 8 | Myocyte cellular hypertrophy is responsible for ventricular remodeling in the hypertrophied heart of middle aged individuals in the absence of cardiac failure显示文摘 | Olivetti G Melissari M | 1994 | Cardiovasc Res1994，28，： | 1 |
| 9 | Apoptosis in the failing human heart显示文摘 | Olivetti G Abbi R Quaini F | 1997 | N Engl J Med1997，336，16： | 1 |
| 10 | Morphometry of the renal corpuscle during normal postnatal growth and compensatory hypertrophy; a light microscope study 显示文摘 | Olivetti G Anversa P Rigamonti W | 1997 | Cell Biol1997，75，2： | 1 |
| 11 | Cellular basis of chronic ventricular remodeling after myocardial infarction in rats 显示文摘 | Olivetti G Capasso JM Meggs LG | 1991 | Circ Res1991，68，： | 1 |
| 12 | Obstructive sleep apnea- hypopnea syndrome and nonalcoholic fatty liver disease: emerging evidence and mechanisms显示文摘 | Musso G Olivetti C Cassader M | 2012 | Semin Liver Dis2012，32，1： | 1 |
| 13 | Recent advances in cardiac hypertrophy显示文摘 | Olivetti G Cigola E Maestri R Lagrasta C Corradi D Quaini F | 2000 | Cardiovasc Res2000，45，： | 1 |
| 14 | Apoptosis in the failing human heart显示文摘 | Olivetti G Abbi R Quaini F | 1997 | N Engl J Med1997，336，： | 1 |
| 15 | MR Imaging of hepatocellular adenomas and differential diagnosis dilemma 显示文摘 | Grazioli L Olivetti L Mazza G | 2013 | Int J Hepatol2013，2013，37： | 1 |
| 16 | Acute myocardial infarction in humans is associated with activation of programmed myocyte cell death in the surviving portion of the heart显示文摘 | Olivetti G Quaini F Sala R | 1996 | J Mol Cell Cardiol1996，28，9： | 1 |
| 17 | Cellular basis of Chronic ventricular remodeling after myocardial infarction in rats显示文摘 | Olivetti G Capasso JM Meggs LG | 1991 | Cire Res1991，68，3： | 1 |
| 18 | Morphometric study of myocardial hypertrophy induced by abdominal aortic stenosis 显示文摘 | Anversa P Olivetti G Melissari M | 1979 | Lab Invest1979，40，3： | 1 |
| 19 | Apoptosis in the failing human heart显示文摘 | Abbi R Quaini F | 1997 | N Eng Med1997，336，16： | 1 |
| 20 | Cellular basis of chronic ventricular remodeling after myocardial infarction in rats显示文摘 | Olivetti G Capasse JM Meggs LG | 1991 | Circ Res1991，68，3： | 1 |
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