食品成分数据库的现状:数字创新时代的数据属性和FAIR数据协调
Sarah Brinkley1, Jenny J Gallo-Franco2, Natalia Vázquez-Manjarrez3
1The Periodic Table of Food Initiative, Bioversity International, CGIAR, Rome, Italy.
Frontiers in nutrition
|April 8, 2025
概括
食品成分数据库 (FCDB) 在范围和数据质量方面存在很大差异. 高收入国家在FAIR数据原则方面处于领先地位,改善了全球粮食系统的理解和健康.
科学领域:
- 食品科学 食品科学 食品科学
- 生物信息学是一种生物信息学.
- 数据科学数据科学数据科学
背景情况:
- 食品成分数据库 (FCDB) 对于了解食品质量和支持全球食品系统至关重要.
- 由于数据的复杂性,在满足验证方法,元数据和FAIR数据原则等标准方面存在挑战.
研究的目的:
- 对来自110个国家的101个FCDB进行综合性审查,评估35个数据属性.
- 评估这些数据库的范围,内容和公平性 (可查找性,可访问性,互操作性,可重复使用性).
主要方法:
- 审查了来自110个国家的101个FCDB,分析了35个数据属性.
- 将属性分类为一般数据库信息,食品/成分和公平性.
- 评估了可访问性,互操作性和可重复使用性的FAIR合规性得分.
主要成果:
- 数据库显示,食品和成分的数量存在显著的变化.
- 拥有更多数据的FCDB经常使用二次来源;使用较少初级数据的FCDB.
- 公平的合规得分为100%的可寻性,但30%的可访问性,69%的互操作性和43%的可重复使用性.
- 来自高收入国家的数据库表现出更好地遵守FAIR原则和更频繁的更新.
结论:
- 在元数据,科学命名和数据重用政策的限制阻碍了FCDB的实用性.
- 经济分类与数据质量和FAIR遵守相关.
- 改善FCDB为数据驱动的解决方案提供了机会,以应对全球食品系统的挑战并促进健康.
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