Evaluating and mitigating unfairness in multimodal remote mental health assessments
Zifan Jiang,
Salman Seyedi,
Emily Griner
et al.
Abstract:Research on automated mental health assessment tools has been growing in recent years, often aiming to address the subjectivity and bias that existed in the current clinical practice of the psychiatric evaluation process. Despite the substantial health and economic ramifications, the potential unfairness of those automated tools was understudied and required more attention.In this work, we systematically evaluated the fairness level in a multimodal remote mental health dataset and an assessment system, where w… Show more
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