ABCDscores:用于计算ABCD研究®中的总结分数的R包
Le Zhang1,2, Olivier Celhay1,2, Biplabendu Das1,2
1Center for Multimodal Imaging & Genetics, J. Craig Venter Institute, La Jolla, USA.
bioRxiv : the preprint server for biology
|September 18, 2025
概括
ABCDscores是青少年大脑认知发展 (ABCD) 研究的新R包. 它为儿童健康和大脑发育数据提供透明,可重复的评分,提高了研究效率.
科学领域:
- 神经科学是一个神经科学.
- 发展心理学 发展心理学
- 生物统计学 生物统计学
背景情况:
- 青少年大脑认知发展 (ABCD) 研究收集了关于儿童健康和大脑发育的广泛多式联络数据.
- 之前在ABCD数据集中计算总结分数的方法是严格的,不可靠的,缺乏透明度.
- 现有的评分方法依赖于REDCap或外部脚本,阻碍了数据分析.
研究的目的:
- 介绍ABCDscores,这是一个R软件包,用于计算ABCD研究中的总结分数.
- 提供灵活的开源解决方案,以实现透明和可重复的数据评分.
- 允许定制以满足各种研究要求.
主要方法:
- 开发了一个R包,ABCDscores,以标准化得分计算.
- 在各种评估类型中应用评分的实施方法.
- 确保大规模数据集的一致性和准确性.
主要成果:
- 对于ABCD数据资源,ABCDscores计算了大多数非专有总结分数.
- 该包为复杂的评分程序提供了一个用户友好的流程.
- 简化了研究工作流程,减少了错误,节省了研究人员的时间.
结论:
- 通过透明和可重复的评分,ABCDscores增强了ABCD研究数据的分析.
- 该套件可以作为在其他研究中开发类似工具的模型.
- 促进儿童大脑发育研究中的创新和新发现.
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