We propose a diversity-aware population modeling framework using Bayesian multilevel regression and post-stratification to quantify sociodemographic disparities in cognitive development. Our approach improved subgroup estimates, guiding targeted public health strategies and addressing biases in traditional models to support more equitable decision-making.
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References
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This is a summary of: Osayande, N. et al. Quantifying associations between socio-spatial factors and cognitive development in the ABCD cohort. Nat. Comput. Sci. https://doi.org/10.1038/s43588-025-00774-0 (2025).
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Diversity-aware population modeling.
Nat Comput Sci (2025). https://doi.org/10.1038/s43588-025-00787-9
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Published: 20 March 2025
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DOI: https://doi.org/10.1038/s43588-025-00787-9