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开放数据在生态学中的挑战和机遇
O J Reichman1, Matthew B Jones, Mark P Schildhauer
1National Center for Ecological Analysis and Synthesis, University of California, Santa Barbara, 735 State Street, Suite 300, Santa Barbara, CA 93101, USA. ojreichman@gmail.com
概括
对多样化的数据的开放访问增强了生态研究,但必须解决数据访问,可复制性和数据共享方面的挑战. 联合存储库是保护和承认生态数据使用的关键.
科学领域:
- 生态生态学 生态生态学
- 数据科学数据科学数据科学
- 信息科学 信息科学 信息科学
背景情况:
- 生态学整合了来自地球,生命和社会科学的数据.
- 分散和异质的数据为生态研究带来了技术挑战.
- 目前的数据访问方法受到标准化和元数据的限制.
研究的目的:
- 确定挑战,并提出解决方案,以有效共享生态数据.
- 突出在生态研究中数据可访问性和可重复性的重要性.
- 倡导联邦数据存储库的发展.
主要方法:
- 审查生态数据管理中现有的挑战.
- 讨论技术解决方案,如可执行的工作流和元数据标准.
- 分析影响数据共享的社会学因素.
主要成果:
- 标准化和元数据不足以提供最佳的数据访问.
- 可执行的工作流通过捕获数据来源来提高分析可重复性.
- 社会学障碍,如缺乏奖励,阻碍了数据共享.
结论:
- 精心策划的,联合数据存储库对于数据保存至关重要.
- 这些存储库将促进数据归属和确认.
- 解决技术和社会学挑战对于通过数据共享推动生态科学发展至关重要.
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