大数据的承诺和危险:化学本体学的哲学限制
Rebekah Duke1, Ryan McCoy2, Chad Risko1
1Department of Chemistry & Center for Applied Energy Research, University of Kentucky, Lexington, Kentucky 40506, United States.
Journal of the American Chemical Society
|April 19, 2024
概括
化学正在接受大数据, 需要有组织的数据结构, 发展这些化学本体学需要仔细考虑和跨学科的合作.
科学领域:
- 化学学
- 数据科学
- 科学哲学
背景情况:
- 由于大数据的规模和使用越来越大, 化学正在经历重大变革.
- 数据支持的实践正变得越来越普遍,要求化学家专注于人类和算法解释的数据组织和策划.
- 存在学,即对象和属性之间的关系表示的系统,正在成为科学中大数据的关键组织方案.
研究的目的:
- 突出在化学中管理和利用大数据时存在的越来越重要.
- 强调化学家需要积极参与有关化学本体学的设计和应用的讨论.
- 倡导跨学科的方法,将科学哲学的见解纳入化学数据组织的发展.
主要方法:
- 这篇视角文章借鉴了建立起来的科学概念的哲学框架.
- 它启动了化学家和科学哲学家之间的对话.
- 它提出了关于化学数据组织和通用本体论的可行性的关键问题.
主要成果:
- 化学数据越来越复杂,需要复杂的组织结构.
- 化学发现的未来与大数据化学本体学的发展密切相关.
- 化学家们显然需要解决关于本体设计和实用性的基本问题.
结论:
- 化学家必须通过深思熟虑的实体学发展积极应对大数据带来的挑战和机遇.
- 为了创建有效的化学本体学,跨学科的方法,包括对科学组织的哲学观点,至关重要.
- 现在参与这些讨论将塑造数据驱动化学研究和发现的未来轨迹.
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