Mitigating Sociodemographic Bias in Opioid Use Disorder Prediction: Fairness-Aware Machine Learning Framework
The application of the proposed bias mitigation algorithm shows promise in reducing sociodemographic bias, with the WMV classifier confirming bias reduction and high performance in OUD prediction.
Authors
- Md. Noor‐E‐Alam (ORCID: https://orcid.org/0000-0001-5353-9710)
- Mohammad Yaseliani (ORCID: https://orcid.org/0000-0001-7631-4098)
- Md Mahmudul Hasan (ORCID: https://orcid.org/0000-0001-5899-793X)
Institutions
- Northeastern University (US)
- University of Florida (US)
Publication Details
- Journal
- JMIR AI
- Published
- 2024-08-20
- DOI
- https://doi.org/10.2196/55820
- Citations
- 7
- Primary Topic
- Opioid Use Disorder Treatment
- Type
- article
- Field-Weighted Citation Impact
- 3.80