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Zhuoyu Shi

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Open access Aug 2026

Data diversity vs. model complexity in the prediction of pediatric bipolar disorder: Evidence from academic and community clinical samples.

Predictive models for pediatric bipolar disorder showed strong internal performance but limited cross-setting generalizability due to dataset shift and miscalibration, and training on pooled data improved performance on held-out samples from the heterogeneous pooled cohort.

Zhuoyu Shi, Eric A. Youngstrom, Yinuo Liu et al. · 0 citations

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