Dataset: Dataset Documentation for AI Paper

This is the dataset associated with our paper titled "Dataset Documentation for Responsible AI: Analysis of Suitability and Usage for Health Datasets". Artificial Intelligence (AI) is rapidly transforming healthcare, but also raising concerns about algorithmic biases that mostly stem from the training data. It is widely supported that transparent dataset documentation is key to enabling responsible AI development. Several standardized dataset documentation approaches have been established, such as Datasheet, Dataset Nutrition Label, Accountability Documentation, Healthsheet, and Data Card. However, their suitability and usage for health datasets remain unclear. In this paper, we compared all five approaches and evaluated their alignment with the STANDING Together Recommendations for Documentation of Health Datasets. We also investigated their real-world usage and gathered insights from generators and consumers of health datasets.

The paper will be linked here when published: https://github.com/AI-READI/dataset-documentation-paper-inventory