Abstract
Perinatal mental health is vital for mothers, infants, and families. Aboriginal mothers, despite their strengths, face greater mental health disparities due to colonisation and trauma. Traditional screening methods lack cultural sensitivity. The Baby Coming You Ready (BCYR) program offers a culturally sensitive assessment with promising pilot results. To support health professionals, an AI solution using the Explainable Boosting Machine (EBM) is proposed, trained with Aboriginal lived experiences. This model identifies maternal protective and risk factors, offering interpretable predictions for holistic culturally sensitive care.
Document Type
Conference Proceeding
Date of Publication
9-24-2024
Volume
318
PubMed ID
39320214
Publication Title
Studies in Health Technology and Informatics
Publisher
IOS Press
School
School of Nursing and Midwifery
RAS ID
75912
Grant Number
ID IC2023-GAIA/18
Creative Commons License
This work is licensed under a Creative Commons Attribution-Noncommercial 4.0 License
First Page
196
Last Page
197
Comments
Wang, G., Bennamoun, H., Kwok, W. H., Marriott, R., Walker, R., & Kotz, J. (2024). Codesigning a clinical prediction model for Aboriginal perinatal mental health using Glassbox AI and Aboriginal wisdom and lived experience. In Health. Innovation. Community: It Starts With Us (pp. 196-197). IOS Press. https://doi.org/10.3233/SHTI240925