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CC BY-NC V4.0, Open Access
Journal article
Codesigning a Clinical Prediction Model for Aboriginal Perinatal Mental Health Using Glassbox AI and Aboriginal Wisdom and Lived Experience
Studies in health technology and informatics, Vol.318(197), p.196
2024
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.
Details
- Title
- Codesigning a Clinical Prediction Model for Aboriginal Perinatal Mental Health Using Glassbox AI and Aboriginal Wisdom and Lived Experience
- Authors/Creators
- Guanjin (Brenda) Wang - Murdoch University, School of Information TechnologyHachem BennamounWai Hang KwokRhonda Marriott - Murdoch University, Ngangk Yira Institute for ChangeRoz Walker - Murdoch University, Ngangk Yira Institute for ChangeJayne Kotz - Murdoch University, Ngangk Yira Institute for Change
- Publication Details
- Studies in health technology and informatics, Vol.318(197), p.196
- Publisher
- IOS Press
- Identifiers
- 991005703763007891
- Copyright
- © 2024 The Authors.
- Murdoch Affiliation
- Ngangk Yira Institute for Change; School of Information Technology
- Resource Type
- Journal article
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