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| 1 | 针对患者利益的机器学习和人工智能研究:在透明性、可重复性、伦理和有效性等方面的20个关键问题显示文摘机器学习(ML)、人工智能(AI)和其他现代统计方法正为利用先前尚未开发且极速增长的数据资源提供新的机会,以期让患者获益。尽管目前正在进行许多有前景的研究,特别是在图像方面,但就文献整体而言还缺乏透明度、对可重复性清晰的阐述、对潜在伦理问题的探究,以及对有效性的明确验证。这些问题的存在有许多原因,其中最重要的一点(为此我们提供了初步解决方案)就是当前缺乏针对ML和AI的最佳实践指南。我们认为从事研究的跨学科团队和应用ML/AI影响健康的项目,将因解决有关透明度、可重复性、伦理和有效性(TREE)的一系列问题而受益。这里提出的20个关键问题为研究团队提供了一个研究设计、实施和报告框架;帮助编辑和同行评审专家评估文献的贡献;让患者、临床医生和政策制定者评估新发现可能会给患者带来的获益。 | Sebastian Vollmer Bilal A Mateen Gergo Bohner Franz J Kirdly Rayid Ghani Pall Jonsson Sarah Cumbers Adrian Jonas Katherine S L McAllister Puja Myles David Granger Mark Birse Richard Branson Karel G M Moons Gary S Collins John P A Chris Holmes Harry Hemingwayp 李峰(译) 徐磊(校) 赵邑(校) | 2020 | 英国医学杂志中文版2020，23，9： | 5 |
| 2 | The FERET evaluation methodology for face-recognition algorithms显示文摘 | PHILLIPS P J MOON H RIZVI S A | 2000 | IEEE Transactions on PAM12000，22，10： | 1 |
| 3 | Detection of viral RNA from paraffin-embedded tissues after prolonged formalin fixa-tion显示文摘 | McKinney M D Moon S J Kulesh D A | 2009 | J Clin Virol2009，44，1： | 1 |
| 4 | Determinants of Psy-chological Distress Over Time among Older Korean Im-migrant and Non-Hispanic White Elders Evidence from a Two-wave Panel Study显示文摘 | Min J W Moon A Lubben J E | 2009 | Aging Mental Health2009，9，3： | 1 |
| 5 | The FERET evalua- tion methodology for face-recognition algorithms显示文摘 | Phillips P J Moon H Syed A | 2000 | IEEE Trans on Pattern Analysis and Machine InteUi- gence2000，22，10： | 1 |
| 6 | Post-transcriptional regulation of low density lipoprotein receptor protein by proprotein convertase subtilisin/kexin type 9a in mouse liver显示文摘 | PARK S W MOON Y A HORTON J D | 2004 | J Biol Chem2004，279，50： | 1 |
| 7 | Direct observation of shear deformation during equal channel angular pressing of pure aluminum显示文摘 | Shan A Moon I Park J | 1999 | Scripta Materialia1999，41，： | 1 |
| 8 | Recent developments in the preparation and properties of nanometer-size spherical and platelet-shaped particles and composite particles 显示文摘 | ADAIR J H LI T KIDO T HAVEY K MOON J MECHOLSKY J MORRONE A TALHAM D R LUDWIG M H WANG L | 1998 | Mater Sci Eng R1998，23，45： | 1 |
| 9 | The FERET evaluation methodology for face-recognition algorithms显示文摘 | PHILLIPS P J MOON H RIZVI S A | 2000 | IEEE Trans on Pattern Analysis and Machine Intelligence2000，22，10： | 1 |
| 10 | The feret evaluation methodology for face-recognition algorithms 显示文摘 | P Jonathon Phillips Hyeonjoon Moon Syed A Rizvi Patrick J Rauss | 2000 | Pattern Analysis and Machine Intelligence IEEE Transactions on2000，22，10： | 1 |
| 11 | Preparation of Ag/SiO2 nanosize composites by a reverse micelle and sol-gel technique 显示文摘 | LI T MOON J MORRONE A A MECHOLSKY J J TALHAM D R ADAIR J H | 1999 | Langmuir1999，15，： | 1 |
| 12 | Non-linear vibration of power transmission belts显示文摘 | Wickert J A | 1997 | Journal of Sound and Vibration1997，200，4： | 1 |
| 13 | Recombinant DNA and protein vaccines for foot-and mouth disease induce humoral and cellular immune responses in mice显示文摘 | Bae J Y Moon S H Choi J A | 2009 | Immun Netw2009，9，6： | 1 |
| 14 | Glucose tolerance and peripheral glucose utilization in rainbow trout (Oncorhynchus mykiss ), American eel (Anguilla rostrata), and black bullhead catfish (Ameiurus melas ) 显示文摘 | Legate N J Bonen A Moon T W | 2001 | General and Comparative Endocrinology2001，122，： | 1 |
| 15 | Current Status of Gene Therapy for Lung Cancer and Head and Neck Cancer显示文摘 | Moon C Oh Y Roth J A | 2003 | Clin Cancer Res2003，9，14： | 1 |
| 16 | Effect of animal plasma proteins on intestinal damage and recovery of neonatal pigs infected with rotavirus显示文摘 | Corl B A Harrell R J Moon H K | 2007 | J Nutr Bio2007，18，： | 1 |
| 17 | A phase 2,open-label,randomized study of pexa-vec(JX-594)administered by intratumoral injection in patients with unresectable primary hepatocellular carcinoma显示文摘 | Breitbach CJ Moon A Burke J | 2015 | Methods Mol Biol2015，1317，： | 1 |
| 18 | A synergistic approach to protein crystallization: Combination of a fixed- arm carrier with surface entropy reduction显示文摘 | Moon A F Mueller G A Zhong X J | 2010 | Protein Sci2010，19，5： | 1 |
| 19 | The FERET evaluation methodology for face-recognition algorithms显示文摘 | Phillips P J Moon H Rizvi S A | 2000 | IEEE Trans on Pattern Analysis and Machine Intelligence2000，22，10： | 1 |
| 20 | Preparation of Ag/SiO2 nanosize composites by areverse micelle and sol-gel technique 显示文摘 | Li T Moon J Morrone A A Mecholsky J J Talham D R Adair J H | 1999 | Langmuir1999，15，： | 1 |
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