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

Creative Commons Attribution-Noncommercial 4.0 License
This work is licensed under a Creative Commons Attribution-Noncommercial 4.0 License

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

First Page

196

Last Page

197

Download

Share

 
COinS
 

Link to publisher version (DOI)

10.3233/SHTI240925