开放式可访问的口腔-上-面部成像数据集的特点,许可和伦理考虑:系统性审查
Jing Hao1, Andrew Nalley1, Andy Wai Kan Yeung1
1Division of Applied Oral Sciences and Community Dental Care, Faculty of Dentistry, The University of Hong Kong, Hong Kong SAR, China.
NPJ digital medicine
|July 5, 2025
概括
开源的口腔关面部成像数据集缺乏明确的伦理批准和许可细节. 为了在人工智能项目中负责任地重复使用数据,需要标准化的指导方针和AI特定的同意.
科学领域:
- 口腔和牙面部外科手术
- 医疗成像医学成像
- 数据科学数据科学数据科学
背景情况:
- 有许多开源的口腔-巴-面部成像数据集.
- 重复使用的特点,道德许可和许可通常不清楚.
研究的目的:
- 系统地识别开源口腔-巴-面部成像数据集.
- 调查数据集特征,伦理审批和重新使用许可.
主要方法:
- 系统地搜索电子数据库和数据集平台.
- 包括105个数据集,包含来自21个国家的437,000多张图像和100个视频.
- 分析成像方式,注释,道德披露和许可条款.
主要成果:
- 数据集包括各种方式,如X射线图,CBCT,MRI和组织病理学.
- 近80%的公司提供注释,但只有25.7%的公司指定了注释员的资格.
- 83.8%的人没有披露道德认可; 61.9%的人指定了重复使用许可.
结论:
- 迫切需要为医疗图像数据集的重复使用制定标准化指南.
- 建立AI特定的同意,以确保AI项目中的患者数据透明度.
- 改进开源口腔关面部成像数据集的数据治理.
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