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| 1 | Recent advances and applications of deep learning methods in materials science显示文摘Deep learning(DL)is one of the fastest-growing topics in materials data science,with rapidly emerging applications spanning atomistic,image-based,spectral,and textual data modalities.DL allows analysis of unstructured data and automated identification of features.The recent development of large materials databases has fueled the application of DL methods in atomistic prediction in particular.In contrast,advances in image and spectral data have largely leveraged synthetic data enabled by high-quality forward models as well as by generative unsupervised DL methods.In this article,we present a high-level overview of deep learning methods followed by a detailed discussion of recent developments of deep learning in atomistic simulation,materials imaging,spectral analysis,and natural language processing.For each modality we discuss applications involving both theoretical and experimental data,typical modeling approaches with their strengths and limitations,and relevant publicly available software and datasets.We conclude the review with a discussion of recent cross-cutting work related to uncertainty quantification in this field and a brief perspective on limitations,challenges,and potential growth areas for DL methods in materials science. | Kamal Choudhary Brian DeCost Chi Chen Anubhav Jain Francesca Tavazza Ryan Cohn Cheol Woo Park Alok Choudhary Ankit Agrawal Simon J.L.Billinge Elizabeth Holm Shyue Ping Ong Chris Wolverton | 2022 | npj Computational Materials2022，，1： | 9 |
| 2 | Long-term outcomes after fractional flow reserve-guided percutaneous coronary intervention in patients with severe coronary stenosis显示文摘Objective To explore the safety and efficacy of FFR-guided percutaneous coronary intervention (PCI) in vessels with severe diameter stenosis. Methods & Results Of 1090 patients undergoing fractional flow reserve (FFR) assessment from 2002 to 2009,we identified 167 patients in whom FFR was measured in at least one 70%–89% stenotic lesion. These patients were subdivided into an FFR-defer group (n = 49) if PCI was deferred (FFR > 0.80),and an FFR-perform group (n = 118) if PCI was performed (FFR ≤ 0.80). Comparatively,an additional 1176 patients undergoing PCI in at least one lesion with 70%–89% stenosis but without measurement of FFR served as a control (angiography- guided) group. Clinical outcomes were compared during a median follow-up of 49.0 months. The 5-year Kaplan-Meier estimated revascularization rates were 16% in the FFR-defer group and 33% in the FFR-perform group (P = 0.046). The incidence of major adverse cardiac events were comparable in these two groups (HR = 0.82,95% CI: 0.37–1.82,P = 0.63). The number of stents placed was significantly lower in the FFR-guided group (0.9 ± 0.8 vs. 1.4 ± 0.8,P < 0.001). Conclusions Functional revascularization for lesions with visually severe stenosis is clinically safe and associated with fewer stents use. This study suggests that extending the use of FFR to more severe coronary lesions may be reasonable. | Ying-Hua ZHANG Jing LI Andreas J. Flammer Yoshiki Matsuo Moo-Sik Lee Ryan J. Lennon Malcolm R. Bell David R. Holmes John F. Bresnahan Charanjit S. Rihal Lilach O. Lerman Amir Lerman | 2019 | Journal of Geriatric Cardiology2019，16，4： | 2 |
| 3 | Alcohol dehydrogenase显示文摘 | Ryan LM Holmes LB | 2002 | Adv Hum Genet2002，15，： | 1 |
| 4 | Supercritieal fluid preparation of copper nanotubes andnanowires using mesoporous templates显示文摘 | Ziegler K J Harrington P A Ryan K M Crowley T Holmes J D Morris M A | 2003 | J Phys:Condens Matter2003，15，： | 1 |
| 5 | Management and long-term follow-up of hepatic cysts显示文摘 | Hansman MF Ryan Jr JA Holmes IV JH | 2001 | Am J Surg2001，181，5： | 1 |
| 6 | Remote ischemic preconditioning immediately before percutaneous coronary intervention does not impact myocardial necrosis, inflammatory response, and circulating endothelial progenitor cell counts: A single center randomized sham controlled trial显示文摘 | Abhiram Prasad Mario G?ssl John Hoyt Ryan J. Lennon Lynn Polk Robert Simari David R. Holmes Charanjit S. Rihal Amir Lerman | 2012 | Cathet. Cardiovasc. Intervent2012，，6： | 1 |
| 7 | Incidence, correlates, management, and clinical outcome of coronary perforation: analysis of 16,298 procedures显示文摘 | Panayotis Fasseas James L Orford Carmelo J Panetta Malcolm R Bell Ali E Denktas Ryan J Lennon David R Holmes Peter B Berger | 2003 | American Heart Journal2003，，1： | 1 |
| 8 | Management and longterm follow-up of hepatic cysts显示文摘 | Hansman MF Ryan JA Holmes JH | 2001 | Am J Surg2001，181，5： | 1 |
| 9 | Chorionic villus sampling:adistinctive teratogenic effect on fingers显示文摘 | Golden CM Ryan LM Holmes LB | | 0，，08： | 1 |
| 10 | Management and long-term follow-up of hepatic cysts显示文摘 | Hansman MF Ryan JA Jr Holmes JH 4th Hogan S Lee FT Kramer D | | 0，，： | 1 |
| 11 | Management and long-term follow-up of hepatic cysts显示文摘 | Matthew F Hansman John A Ryan James H Holmes Stephen Hogan Faye T Lee Donna Kramer Thomas Biehl | 2001 | The American Journal of Surgery2001，，5： | 1 |
| 12 | Menagement and long-term Follow-up of hepatic cysts显示文摘 | Hansman MF Ryan JrA Holmes IVH | 2001 | Am J Surg2001，181，： | 1 |
| 13 | Radiation Dose Reduction in the Invasive Cardiovascular Laboratory显示文摘 | Kenneth A. Fetterly Verghese Mathew Ryan Lennon Malcolm R. Bell David R. Holmes Charanjit S. Rihal | 2012 | JACC: Cardiovascular Interventions2012，，： | 1 |
| 14 | Mortality Differences Between Men and Women After Percutaneous Coronary Interventions显示文摘 | Mandeep Singh Charanjit S. Rihal Bernard J. Gersh Veronique L. Roger Malcolm R. Bell Ryan J. Lennon Amir Lerman David R. Holmes | 2008 | Journal of the American College of Cardiology2008，，24： | 1 |
| 15 | Management and long-term follow-up of hepatic cysts显示文摘 | Matthew F Hansman John A Ryan James H Holmes Stephen Hogan Faye T Lee Donna Kramer Thomas Biehl | 2001 | The American Journal of Surgery2001，，5： | 1 |
| 16 | Management and longterm follow-up of hepatic cysts 显示文摘 | Hansman MF Ryan JA Jr Holmes JH 4th | 2001 | Am J Surg2001，181，5： | 1 |
| 17 | Isolated Elevation in Troponin T After Percutaneous Coronary Intervention Is Associated With Higher Long-Term Mortality显示文摘 | Abhiram Prasad Mandeep Singh Amir Lerman Ryan J. Lennon David R. Holmes Charanjit S. Rihal | 2006 | Journal of the American College of Cardiology2006，，9： | 1 |
| 18 | 作为CEO,为什么我愿意花钱让员工在上班时运动显示文摘我自己就见过员工锻炼完以后满血复活,在工作上更集中注意力。其实,在锻炼上流失的时间,最后会因工作效率的提高而得到平衡。你有没有想过,工作可能会要了你的小命。根据CDC(美国疾病控制与预防中心)2011年的死亡调查,美国的三大疾病杀手是心脏病、癌症、慢性下呼吸道疾病(如肺气肿)。2011年,这三种病一共杀死了1316211人。其实我们都知道,很多这样的死亡例子其实是可以避免或者延缓的,如定期锻炼和饮食规律就能降低患心脏病的几率。尽管如此,依然有接近80%的美国成年人锻炼量不足。 | Ryan Holmes | 2015 | 中国房地产金融2015，0，10： | 0 |
| 19 | Relationship Between Metabolic Fitness and Performance in Police Occupational Tasks显示文摘Purpose To determine the relationship between metabolic fitness test scores and performance in police occupational tasks.Methods Retrospective data from 106 law enforcement officers who completed two metabolic fitness assessments[anaerobic:a 20-m (10-m and 20-m splits) sprint,aerobic:20 m Multi-Stage Fitness Test (20 m-MSFT)]and three routine occupational tasks[1.22 m Fence jump (FJ),8.5 m Victim Drag (VD with 102.3 kg) and 'Get-up' (GU)]were collected.A Person's cor-relation coefficient and a standard multiple regression were used to assess the relationship between and predictive ability of,respectively,the fitness tests scores and performance on occupational tasks.Results There was a significant positive correlation between the 10-m sprint scores and FJ (r=0.524,P<0.001),VD(r =0.528,P < 0.001) and GU (r=0.486,P < 0.001).Similarly,the 20-m sprint scores were significantly and moderately correlated with FJ (r=0.573,P < 0.001),VD (r=0.603,P < 0.001) and GU (r=0.533,P < 0.001).These anaerobic tests' scores predicted approximately 40% of the performance in the occupational tasks analysed.The MSFT fitness assessment had a small,albeit significant negative correlation with the three tasks:FJ (r=-0.360,P< 0.001),VD (r=-0.266,P=0.012)and GU (r=-0.375,P< 0.001).Conclusion High levels of metabolic fitness correlated with faster performance in police officer occupational tasks,particu-larly ones of an anaerobic nature (i.e.the maximal sprint tests).In addition to typical aerobic fitness conditioning,anaerobic fitness conditioning could be vital for optimal performance in physically demanding tasks required of police officer. | Elisa F.D.Canetti J.Jay Dawes Phoebe H.Drysdale Robert Lockie Charlie Kornhauser Ryan Holmes Ben Schram Robin M.Orr | 2021 | Journal of Science in Sport and Exercise2021，3，2： | 0 |
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