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Kiratjit Singh

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Articles

Dataset documentation for responsible AI: analysis of suitability and usage for health datasets

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By Anna Heinke, Lingling Huang, Sanjay Soundarajan, Benjamin Panny, Camille Nebeker, Sally Baxter, Cecilia Lee, Aaron Lee, Bhavesh Patel, Kyongmi U. Simpkins, Fritz Gerald P. Kalaw, Apoorva Karsolia, Kiratjit Singh
| Nature Verified
Abstract 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.
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