开发和试点使用Co.Ge. :一个基于Web的数字平台,用于生成和临床认知评估
Angela Muscettola1, Martino Belvederi Murri1,2, Michele Specchia2
1Institute of Psychiatry, Department of Neuroscience and Rehabilitation, University of Ferrara, 44121 Ferrara, Italy.
Journal of personalized medicine
|September 26, 2025
概括
在 Co.Ge. 的. 数字平台提供了强大的认知测试,捕获了像反应时间这样的详细数据以进行精确的分析. 这项技术增强了精神病学和康复治疗中的个性化分析.
科学领域:
- 数字健康技术数字健康技术
- 认知科学是一种认知科学.
- 精神病学是一个精神病学.
背景情况:
- 当前的认知测试方法可能是劳动密集型的,可能无法捕获高分辨率的行为数据.
- 需要先进的数字平台来促进认知评估和数据分析.
研究的目的:
- 介绍 Co.Ge,一种用于认知测试的认知生成数字平台.
- 为了描述Co.Ge.的架构. 并报告一项试点研究,评估其可用性和数据收集能力.
主要方法:
- 这就是C.Ge.Ge. 是一个模块化,基于Web的平台 (Laravel-PHP,MySQL),具有研究管理,API和数据加密等功能.
- 一项试点研究对临床和非临床参与者进行了听觉口头学习测试 (AVLT).
- 分析的数据包括精度,单词回忆,反应时间 (RT) 和使用Frequentist和贝叶斯通用线性混合模型 (GLMMs) 的用户体验评级.
主要成果:
- 用户体验评级平均高于4/5,表明参与者 (n=30) 的接受度很高.
- 这就是C.Ge.Ge. 从AVLT试点数据 (n=123) 中成功提供了标准化的临床评级,准确性和RT.
- 带有马分布的贝叶斯式GLMMs为RT数据提供了最好的合适性,揭示了更简单的分析所遗漏的关联 (例如,教育).
结论:
- 在 Co.Ge. 的. 原型在技术上是健全的,在临床上是准确的,能够提取高分辨率的行为数据.
- 这就是C.Ge.Ge. 支持传统的认知结果和先进的生成模型来探索个体认知机制.
- 该平台已准备好推进针对精密精神病学和康复的个性化分析和数字表型化.
关键词:
贝叶斯语 贝叶斯语 贝叶斯语 贝叶斯语认知性的认知性认知计算精神病学是一种计算精神病学.数字精神病学数字精神病学生成式建模生成式建模神经心理学神经心理学精准医学是一门精准医学.反应时间反应时间.量身定制的认知电池语言记忆 语言记忆更多相关视频
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