Everyone can be impacted by the use of machine learning in healthcare and public health contexts; therefore, everyone is entitled to information about how these methods function.

Disclosures that enable transparency in model and dataset reporting are necessary in mitigating health disparities resulting from over-reliance on unchecked automation in healthcare and public health contexts.

Information that serves to benefit the public is a public good.

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