P2DS: A Holistic Approach to Psychiatric Disease Detection in Community Pharmacies

André Dias, André Dias, Tiago Dias, Tiago Dias, Eva Maia, Eva Maia, Isabel Praça, Isabel Praça

2024

Abstract

Health workers appear to have an increased risk of developing psychiatric diseases, namely Post-traumatic stress disorder (PTSD), Depression and Burnout, due to the nature of their job. In recent years, several approaches based on artificial intelligence have emerged, using facial expression, audio, text and physiological features to detect depression, stress and burnout. However, most of these solutions have limitations in their capacity to simultaneously detect multiple diseases, are not widely implemented in healthcare settings, and, in some cases, lack explainability. To address this challenge, we propose Psychiatric Disease Detection System (P2DS), a holistic rule-based system capable of detecting PTSD, Depression and Burnout in community pharmacists, combining emotion recognition, physiological and performance-related features. The set of rules developed to detect each disease is based on the most objective medical literature available, making the system explainable and suitable for healthcare environments.

Paper Citation

in Harvard Style

Dias A., Dias T., Maia E. and Praça I. (2024). P2DS: A Holistic Approach to Psychiatric Disease Detection in Community Pharmacies. In Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF; ISBN 978-989-758-688-0, SciTePress, pages 768-775. DOI: 10.5220/0012568200003657

in Bibtex Style

@conference{healthinf24,
author={André Dias and Tiago Dias and Eva Maia and Isabel Praça},
title={P2DS: A Holistic Approach to Psychiatric Disease Detection in Community Pharmacies},
booktitle={Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF},
year={2024},
pages={768-775},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012568200003657},
isbn={978-989-758-688-0},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF
TI - P2DS: A Holistic Approach to Psychiatric Disease Detection in Community Pharmacies
SN - 978-989-758-688-0
AU - Dias A.
AU - Dias T.
AU - Maia E.
AU - Praça I.
PY - 2024
SP - 768
EP - 775
DO - 10.5220/0012568200003657
PB - SciTePress