Investigating Generalizability of Speech-based Suicidal Ideation Detection Using Mobile Phones

A Pillai, SK Nepal, W Wang, M Nemesure… - Proceedings of the …, 2024 - dl.acm.org
Speech-based diaries from mobile phones can capture paralinguistic patterns that help
detect mental illness symptoms such as suicidal ideation. However, previous studies have …

Promoting Fairness and Diversity in Speech Datasets for Mental Health and Neurological Disorders Research

E Mancini, A Tanevska, A Galassi, A Galatolo… - arXiv preprint arXiv …, 2024 - arxiv.org
Current research in machine learning and artificial intelligence is largely centered on
modeling and performance evaluation, less so on data collection. However, recent research …

Somatisation Disorder Detection via Speech: Introducing a Self-Supervised Learning Model

Z Bao, K Qian, Z Zhao, M Sun, R Huang… - 2023 45th Annual …, 2023 - ieeexplore.ieee.org
With the depressive psychiatric disorders becoming more common, people are gradually
starting to take it seriously. Somatisation disorders, as a general mental disorder, are rarely …

An End-to-End Model for Speech-based Somatisation Disorder Detection

R Ge, Z Wang, Z Zhao, K Qian, B Hu… - 2023 IEEE 12th …, 2023 - ieeexplore.ieee.org
Somatisation disorder is a chronic psychiatric disorder that often lacks medical explanation,
which can cause more severe functional impairment and social difficulties. In non-invasive …