A Data-Centric Approach to Detecting and Mitigating Demographic Bias in Pediatric Mental Health Text: A Case Study in Anxiety Detection

no code implementations • 30 Dec 2024 • Julia Ive, Paulina Bondaronek, Vishal Yadav, Daniel Santel, Tracy Glauser, Tina Cheng, Jeffrey R. Strawn, Greeshma Agasthya, Jordan Tschida, Sanghyun Choo, Mayanka Chandrashekar, Anuj J. Kapadia, John Pestian

This study aims to detect and mitigate linguistic differences related to non-biological differences in the training data of AI models designed to assist in pediatric mental health screening.

Anxiety Detection Diagnostic

Investigating the importance of social vulnerability in opioid-related mortality across the United States

no code implementations • 3 Dec 2024 • Andrew Deas, Adam Spannaus, Dakotah D. Maguire, Jodie Trafton, Anuj J. Kapadia, Vasileios Maroulas

The opioid crisis remains a critical public health challenge in the United States.

Feature Importance